diff --git a/ab_batches/normal_camera/normal_camera_acceptance_gates.md b/ab_batches/normal_camera/normal_camera_acceptance_gates.md
new file mode 100644
index 0000000..bfa96bd
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+++ b/ab_batches/normal_camera/normal_camera_acceptance_gates.md
@@ -0,0 +1,14 @@
+# Normal Camera Pre-A/B Acceptance Gates
+
+No-generation gate sheet for later fixed-seed generation review. This file does not record generated evidence.
+
+- `camera_geometry`: Camera angle, elevation, side/front/back orientation, and framing match the atlas family.
+- `pose_ownership`: The visible actors own the pose correctly, with no POV body cues leaking into normal-camera framing.
+- `workspace_continuity`: Workspace/lounge details support the camera angle instead of fighting the pose.
+- `clothing_visibility`: Clothing cues stay attached to the intended visible subject and only describe garments visible in this pose.
+- `subject_identity`: The same woman identity, face, hair, eyes, and body type remain stable across fixed-seed variants.
+- `body_proportion_control`: Penis/body proportions and limb lengths stay plausible for the selected atlas framing.
+- `prompt_noise`: Prompt text uses direct visual cues, with option, negative, and instruction-like wording removed from positive text.
+- `atlas_reference_match`: The generated frame can be matched back to the selected atlas references for this variant.
+
+Prompt-ready cues must stay positive and direct. Cues with option words, negative wording, or instruction-like cleanup text remain review-only until manually rewritten from atlas evidence.
diff --git a/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.json b/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.json
new file mode 100644
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+++ b/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.json
@@ -0,0 +1,1928 @@
+{
+  "schema": "sxcp_normal_camera_needs_samples_acquisition_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "source_variant_catalog": "categories/normal_camera_variants.json",
+  "selection": "needs_samples variants sorted by missing reference count, action family, and variant key",
+  "target_reference_count": 12,
+  "available_variant_count": 76,
+  "selected_count": 76,
+  "variants": [
+    {
+      "variant_key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "blowjob laying - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "blowjob laying - back view - 3-4 angle",
+          "canonical_folder": "blowjob laying - back view - 3-4 angle",
+          "canonical_key": "blowjob_laying_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference laying oral-contact back three-quarter source pool: one reviewed sample preserves the rear-offset cue but remains too thin for a prompt-ready route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one rear-offset sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 1
+    },
+    {
+      "variant_key": "normal_blowjob_low_angle",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "low_angle",
+      "atlas_folders": [
+        "blowjob - low angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "blowjob - low angle",
+          "canonical_folder": "blowjob - low angle",
+          "canonical_key": "blowjob_low_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin generic low-angle normal-camera oral reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a one-sample low-angle reference; keep needs_samples.",
+      "acquisition_rank": 2
+    },
+    {
+      "variant_key": "normal_anal_cowgirl_single_reference_pool",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "anal cowgirl"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal cowgirl",
+          "canonical_folder": "anal cowgirl",
+          "canonical_key": "anal_cowgirl",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference anal cowgirl source pool: one reviewed third-person sample preserves the action cue but cannot define a stable normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 3
+    },
+    {
+      "variant_key": "normal_cowgirl_front_view",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "cowgirl - front view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "cowgirl - front view",
+          "canonical_folder": "cowgirl - front view",
+          "canonical_key": "cowgirl_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin generic cowgirl front normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Split from the cowgirl front grouping; kept as needs_samples because the source folder is a single thin sample. Visual review confirmed this status from a full-folder cowgirl/reverse-cowgirl contact sheet.",
+      "acquisition_rank": 4
+    },
+    {
+      "variant_key": "normal_anal_doggy_side_view_single_reference_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "anal doggy - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal doggy - side view",
+          "canonical_folder": "anal doggy - side view",
+          "canonical_key": "anal_doggy_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference anal doggy side-view source pool: one reviewed side-view sample preserves the label but remains too thin for a prompt-ready route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review confirmed one side-view sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 5
+    },
+    {
+      "variant_key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "anal fuck from behind laying - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal fuck from behind laying - back view - 3-4 angle",
+          "canonical_folder": "anal fuck from behind laying - back view - 3-4 angle",
+          "canonical_key": "anal_fuck_from_behind_laying_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference laying rear three-quarter anal source pool: one reviewed sample preserves the back three-quarter cue but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one rear three-quarter sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 6
+    },
+    {
+      "variant_key": "normal_doggy_press_back_side_single_reference_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "back_view",
+      "atlas_folders": [
+        "doggy press - back side"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "doggy press - back side",
+          "canonical_folder": "doggy press - back side",
+          "canonical_key": "doggy_press_back_side",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference doggy-press back-side source pool: one reviewed rear/back sample preserves the posture cue but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one rear/back sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 7
+    },
+    {
+      "variant_key": "normal_double_blowjob_handjob_front_view",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "double blowjob-handjob-frontview"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double blowjob-handjob-frontview",
+          "canonical_folder": "double blowjob-handjob-frontview",
+          "canonical_key": "double_blowjob_handjob_frontview",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin double-contact front normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only one front-view double-contact reference; keep needs_samples.",
+      "acquisition_rank": 8
+    },
+    {
+      "variant_key": "normal_double_blowjob_handjob_top_view",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "top_view",
+      "atlas_folders": [
+        "double blowjob-handjob-topview"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double blowjob-handjob-topview",
+          "canonical_folder": "double blowjob-handjob-topview",
+          "canonical_key": "double_blowjob_handjob_topview",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin double-contact top-view normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only one top-view double-contact reference; keep needs_samples.",
+      "acquisition_rank": 9
+    },
+    {
+      "variant_key": "normal_double_penetration_back_three_quarter",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "double penetration - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double penetration - back view - 3-4 angle",
+          "canonical_folder": "double penetration - back view - 3-4 angle",
+          "canonical_key": "double_penetration_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin double-contact rear three-quarter normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only one rear three-quarter reference; keep needs_samples.",
+      "acquisition_rank": 10
+    },
+    {
+      "variant_key": "normal_double_penetration_on_back_back_three_quarter",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "double penetration on her back- back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double penetration on her back- back view - 3-4 angle",
+          "canonical_folder": "double penetration on her back- back view - 3-4 angle",
+          "canonical_key": "double_penetration_on_her_back_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin double-contact on-back rear three-quarter normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only one on-back rear three-quarter reference; keep needs_samples.",
+      "acquisition_rank": 11
+    },
+    {
+      "variant_key": "normal_face_sitting_front_view_single_reference_pool",
+      "family": "face_sitting",
+      "action_family": "face_sitting",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "face sitting - front view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "face sitting - front view",
+          "canonical_folder": "face sitting - front view",
+          "canonical_key": "face_sitting_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference face-sitting front-view source pool: one reviewed front sample preserves the label but remains too thin for a selected route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one front-view sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 12
+    },
+    {
+      "variant_key": "normal_fist_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "fist"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fist",
+          "canonical_folder": "fist",
+          "canonical_key": "fist",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference manual-contact source pool: the folder has one reviewed sample, so it is coverage evidence only and not a normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found only one reference. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 13
+    },
+    {
+      "variant_key": "normal_handjob_standing_low_angle_single_reference_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "low_angle",
+      "atlas_folders": [
+        "handjob - standing -low angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "handjob - standing -low angle",
+          "canonical_folder": "handjob - standing - low angle",
+          "canonical_key": "handjob_standing_low_angle",
+          "alias_applied": true,
+          "alias_reason": "Spacing typo normalized for review metadata while preserving exact source path."
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference standing manual-contact low-angle source pool: one reviewed low-angle sample preserves the label but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one low-angle sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 14
+    },
+    {
+      "variant_key": "normal_missionary_front_three_quarter",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "missionary - front view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary - front view - 3-4 angle",
+          "canonical_folder": "missionary - front view - 3-4 angle",
+          "canonical_key": "missionary_front_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin generic missionary front three-quarter normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Single sample matches the front three-quarter label but is too thin to promote. Split from the missionary front grouping and kept as needs_samples because this source folder has one sample.",
+      "acquisition_rank": 15
+    },
+    {
+      "variant_key": "normal_missionary_top_down",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "top_view",
+      "atlas_folders": [
+        "missionary - top view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary - top view",
+          "canonical_folder": "missionary - top view",
+          "canonical_key": "missionary_top_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Sparse overhead missionary reference: camera looks down from above, bodies are arranged below the camera plane, and the relationship of legs, torsos, and contact line matters more than front/side azimuth.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Single sample matches a top/downward camera reference, but it remains too thin for A/B. Only one source image; keep as needs-samples before serious A/B.",
+      "acquisition_rank": 16
+    },
+    {
+      "variant_key": "normal_anus_licking_single_reference_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "anus lickiing"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anus lickiing",
+          "canonical_folder": "anus licking",
+          "canonical_key": "anus_licking",
+          "alias_applied": true,
+          "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference anal oral-contact source pool: one reviewed sample preserves the action cue but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 17
+    },
+    {
+      "variant_key": "normal_penis_worship_foreground_close_reference_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "penis worship"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "penis worship",
+          "canonical_folder": "penis worship",
+          "canonical_key": "penis_worship",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Foreground-heavy close-reference source pool: many samples place the contact object prominently near camera with performer face visible, so the folder is useful for action reference but not a clean normal third-person camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Residual mixed foreground-close source pool after user-anchored top-view and side-view subsets were split out. Keep needs_samples and manually filter for non-POV crops before any A/B.",
+      "acquisition_rank": 18
+    },
+    {
+      "variant_key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "pussy licking leg up - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking leg up - back view - 3-4 angle",
+          "canonical_folder": "pussy licking leg up - back view - 3-4 angle",
+          "canonical_key": "pussy_licking_leg_up_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference leg-up oral-contact back three-quarter source pool: one reviewed sample preserves the label but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one rear-offset leg-up sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 19
+    },
+    {
+      "variant_key": "normal_pussy_licking_standing_woman_single_reference_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "pussy licking standing woman"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking standing woman",
+          "canonical_folder": "pussy licking standing woman",
+          "canonical_key": "pussy_licking_standing_woman",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference standing-woman oral-contact source pool: one reviewed sample preserves the posture cue but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 20
+    },
+    {
+      "variant_key": "normal_under_desk_single_reference_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "under desk"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "under desk",
+          "canonical_folder": "under desk",
+          "canonical_key": "under_desk",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference under-desk oral-contact source pool: one reviewed sample preserves the under-desk context cue but remains coverage only.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one contextual sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 21
+    },
+    {
+      "variant_key": "normal_anal_reverse_congress_single_reference_pool",
+      "family": "reverse_congress",
+      "action_family": "reverse_congress",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "anal reverse congress"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal reverse congress",
+          "canonical_folder": "anal reverse congress",
+          "canonical_key": "anal_reverse_congress",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Single-reference anal reverse-congress source pool: one reviewed sample preserves the posture/action cue but cannot define a selected normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "acquisition_rank": 22
+    },
+    {
+      "variant_key": "normal_standing_sideway_side_view",
+      "family": "standing_penetration",
+      "action_family": "standing_penetration",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck standing - woman sideway"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck standing - woman sideway",
+          "canonical_folder": "fuck standing - woman sideway",
+          "canonical_key": "fuck_standing_woman_sideway",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 1,
+      "target_reference_count": 12,
+      "missing_reference_count": 11,
+      "canonical_geometry": "Thin standing sideway normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a one-sample reference; keep needs_samples.",
+      "acquisition_rank": 23
+    },
+    {
+      "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+      "family": "ballsucking",
+      "action_family": "ballsucking",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "ballsucking - laying"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "ballsucking - laying",
+          "canonical_folder": "ballsucking - laying",
+          "canonical_key": "ballsucking_laying",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Laying oral-contact close-reference source pool with only two samples and no stable camera azimuth.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a two-sample laying close-reference pool; keep needs_samples.",
+      "acquisition_rank": 24
+    },
+    {
+      "variant_key": "normal_blowjob_front_low_angle",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "blowjob - front view - low angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "blowjob - front view - low angle",
+          "canonical_folder": "blowjob - front view - low angle",
+          "canonical_key": "blowjob_front_view_low_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Thin front low-angle normal-camera oral reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label, but this remains needs_samples because the source folder contains only two examples.",
+      "acquisition_rank": 25
+    },
+    {
+      "variant_key": "normal_double_contact_bj_pen_back_three_quarter",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "double penetration - BJ and Pen - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double penetration - BJ and Pen - back view - 3-4 angle",
+          "canonical_folder": "double penetration - BJ and Pen - back view - 3-4 angle",
+          "canonical_key": "double_penetration_bj_and_pen_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Thin mixed double-contact rear three-quarter normal-camera reference with distinct layout cues.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only two mixed-layout rear three-quarter references; keep needs_samples.",
+      "acquisition_rank": 26
+    },
+    {
+      "variant_key": "normal_double_penetration_side_view",
+      "family": "double_contact",
+      "action_family": "double_contact",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "double penetration - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "double penetration - side view",
+          "canonical_folder": "double penetration - side view",
+          "canonical_key": "double_penetration_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Thin double-contact side-view normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label as plausible, but the folder has only two side-view double-contact references; keep needs_samples.",
+      "acquisition_rank": 27
+    },
+    {
+      "variant_key": "normal_footjob_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "footjob"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "footjob",
+          "canonical_folder": "footjob",
+          "canonical_key": "footjob",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Foot-contact mixed-camera source pool: two reviewed references share the action family but vary between seated front context and tighter lower-body crop, so the folder is too thin for a camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found two related but camera-variable references. Keep as needs_samples until more matched samples define a route.",
+      "acquisition_rank": 28
+    },
+    {
+      "variant_key": "normal_mating_press_front_view",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "mating press - front view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "mating press - front view",
+          "canonical_folder": "mating press - front view",
+          "canonical_key": "mating_press_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Thin mating-press front normal-camera reference with folded/pressed posture cues.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Mating-press front label is accurate, but the source is only two near-duplicate samples. Split from the missionary front grouping because mating press needs distinct posture wording; kept needs_samples due thin source.",
+      "acquisition_rank": 29
+    },
+    {
+      "variant_key": "normal_pussy_licking_front_three_quarter",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "pussy licking - front view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking - front view - 3-4 angle",
+          "canonical_folder": "pussy licking - front view - 3-4 angle",
+          "canonical_key": "pussy_licking_front_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Thin-sample front-offset oral-contact reference: the receiving partner and performer are arranged so the front contact plane remains readable while the camera is offset enough to show body depth.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed the label, but this remains needs_samples because the source folder contains only two examples.",
+      "acquisition_rank": 30
+    },
+    {
+      "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+      "family": "piledriver_or_pretzel",
+      "action_family": "piledriver_or_pretzel",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "pretzel"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pretzel",
+          "canonical_folder": "pretzel",
+          "canonical_key": "pretzel",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Pretzel folded-body action reference with camera not locked enough for a preset.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a two-sample pretzel mixed-camera pool; keep needs_samples.",
+      "acquisition_rank": 31
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "reverse cowgirl - leg up"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "reverse cowgirl - leg up",
+          "canonical_folder": "reverse cowgirl - leg up",
+          "canonical_key": "reverse_cowgirl_leg_up",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Reverse-cowgirl leg-up source pool: two references preserve the posture cue, but the sample count and camera/crop variation are too thin for a locked normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review preserved this as a two-sample posture source pool. Do not promote until a larger matched camera subset exists.",
+      "acquisition_rank": 32
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "reverse cowgirl -pretzel"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "reverse cowgirl -pretzel",
+          "canonical_folder": "reverse cowgirl - pretzel",
+          "canonical_key": "reverse_cowgirl_pretzel",
+          "alias_applied": true,
+          "alias_reason": "Missing-space folder label normalized for review metadata while preserving exact source path."
+        }
+      ],
+      "reference_count": 2,
+      "target_reference_count": 12,
+      "missing_reference_count": 10,
+      "canonical_geometry": "Reverse-cowgirl pretzel source pool: two references preserve a compact pretzel-like posture cue, but the folder is too thin and posture-specific for a pre-A/B camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review preserved this as a two-sample posture source pool. Do not promote until a larger matched camera subset exists.",
+      "acquisition_rank": 33
+    },
+    {
+      "variant_key": "normal_anal_random_mixed_camera_folder_pool",
+      "family": "anal",
+      "action_family": "anal",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal random",
+          "canonical_folder": "anal random",
+          "canonical_key": "anal_random",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Large anal source pool with mixed normal-camera examples and no single locked camera view until contact-sheet review selects stable subsets.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Added as a large unused-pool review tranche after reverse cowgirl. The full 99-image folder is a cue-expansion pool, not a prompt-ready route; split selected-reference subvariants only after contact-sheet evidence shows repeated non-POV camera geometry.",
+      "acquisition_rank": 34
+    },
+    {
+      "variant_key": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+      "family": "ballsucking",
+      "action_family": "ballsucking",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "ballsucking - standing"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "ballsucking - standing",
+          "canonical_folder": "ballsucking - standing",
+          "canonical_key": "ballsucking_standing",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Standing-partner oral-contact source pool: the receiving partner stands while the performer is kneeling, squatting, or low in frame, and the camera varies between side, front, close, and low angles.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a standing-partner source pool, not a locked normal-camera route. Needs sample selection before A/B.",
+      "acquisition_rank": 35
+    },
+    {
+      "variant_key": "normal_blowjob_kneeling_side_profile_folder_pool",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "blowjob - kneeling - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "blowjob - kneeling - side view",
+          "canonical_folder": "blowjob - kneeling - side view",
+          "canonical_key": "blowjob_kneeling_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Kneeling oral-contact side-view source pool with only a few samples and mixed side, front, and low/overhead framing.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Downgraded after visual review: the folder has only six samples and mixes side, front, and low/overhead frames. Keep as a folder_pool until more clean kneeling side references are selected.",
+      "acquisition_rank": 36
+    },
+    {
+      "variant_key": "normal_blowjob_laying_side_profile_folder_pool",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "blowjob - laying - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "blowjob - laying - side view",
+          "canonical_folder": "blowjob - laying - side view",
+          "canonical_key": "blowjob_laying_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Laying oral-contact side-view source pool: the source folder contains useful side-profile references plus frontal close and offset samples, so the full folder is not a locked side-profile route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Full source folder mixes true side-profile samples with frontal close and offset oral references. Renamed as a folder_pool; use the selected-reference side-profile subvariant for generator-ready wording.",
+      "acquisition_rank": 37
+    },
+    {
+      "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
+      "family": "boobjob",
+      "action_family": "boobjob",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "boobjob"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "boobjob",
+          "canonical_folder": "boobjob",
+          "canonical_key": "boobjob",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Boobjob front-close mixed-camera source pool: many samples are frontal close references, but the folder also contains side, standing, and foreground-heavy crops, so it is not a single camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed useful front-close material, but the full source folder is mixed. Keep as a folder_pool until a representative non-POV subset is selected.",
+      "acquisition_rank": 38
+    },
+    {
+      "variant_key": "normal_couple_kissing_mixed_camera_folder_pool",
+      "family": "couple",
+      "action_family": "couple",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "couple kissing"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "couple kissing",
+          "canonical_folder": "couple kissing",
+          "canonical_key": "couple_kissing",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Normal-camera couple kissing action pool: two-person kissing or intimacy examples with mixed camera placement, useful for future soft/non-explicit camera tests after selecting a consistent subset.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a mixed normal-camera couple-contact pool across standing, seated, bed, close, side, and front crops; keep needs_samples.",
+      "acquisition_rank": 39
+    },
+    {
+      "variant_key": "normal_display_breasts_exposed_mixed_camera_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "breasts exposed",
+          "canonical_folder": "breasts exposed",
+          "canonical_key": "breasts_exposed",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Upper-body display mixed-camera source pool: the folder combines standing, seated, side, front, close, and full-body display crops.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a broad mixed-camera display pool; keep needs_samples until a camera-specific subset is selected.",
+      "acquisition_rank": 40
+    },
+    {
+      "variant_key": "normal_display_front_open_leg_mixed_camera_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy spread",
+          "canonical_folder": "pussy spread",
+          "canonical_key": "pussy_spread",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Front/open-leg display mixed-camera source pool: the subject usually faces camera, but camera height, crop, and azimuth vary widely across the folder.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a large useful display pool, but it needs subset selection before A/B because camera geometry varies.",
+      "acquisition_rank": 41
+    },
+    {
+      "variant_key": "normal_display_rear_body_view_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "woman solo showing her hass - back view",
+          "canonical_folder": "woman solo showing her ass - back view",
+          "canonical_key": "woman_solo_showing_her_ass_back_view",
+          "alias_applied": true,
+          "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Solo rear-body display source pool: the folder contains many useful back/rear references plus seated, standing, side, and three-quarter crops, so the full folder is not a locked back-view route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Full source folder is broad and mixes rear, side, seated, standing, and three-quarter crops. Renamed as a folder_pool; use the selected-reference rear-view subvariant for generator-ready wording.",
+      "acquisition_rank": 42
+    },
+    {
+      "variant_key": "normal_display_rear_close_reference_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "anus exposed - back view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anus exposed - back view",
+          "canonical_folder": "anus exposed - back view",
+          "canonical_key": "anus_exposed_back_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Rear close display source pool: one sample is a true rear/back close view while the folder also contains front and oblique close references.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Downgraded after visual review: only one of four samples is a clear rear/back close reference; keep as a mixed close-reference pool.",
+      "acquisition_rank": 43
+    },
+    {
+      "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "removing pants"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "removing pants",
+          "canonical_folder": "removing pants",
+          "canonical_key": "removing_pants",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Removing-pants action source pool: three near-duplicate close references show a standing clothing-removal setup with strong foreground crop, so the folder is review evidence rather than a stable normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found three near-duplicate close action references with strong foreground crop. Keep as needs_samples and do not queue the folder as a pre-A/B camera preset until more matched, wider non-POV samples exist.",
+      "acquisition_rank": 44
+    },
+    {
+      "variant_key": "normal_doggy_all_fours_side_view_folder_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "doggy on all four - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "doggy on all four - side view",
+          "canonical_folder": "doggy on all four - side view",
+          "canonical_key": "doggy_on_all_four_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Normal third-person doggy all-fours side view: the woman is low or on all fours, the partner is behind or beside her, and the camera stays lateral so the body axis and rear-entry contact line read across the frame.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Mostly useful non-POV side/rear-entry material, but the full folder mixes all-fours, standing, seated, low/close, and front-leaning frames. Select a narrower all-fours side-profile subset before fixed-seed A/B testing. Renamed as a folder_pool because the full source folder is mixed. The clean route name is reserved for the reviewed image-selected subvariant.",
+      "acquisition_rank": 45
+    },
+    {
+      "variant_key": "normal_doggy_from_behind_side_view_folder_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck from behind - side view",
+          "canonical_folder": "fuck from behind - side view",
+          "canonical_key": "fuck_from_behind_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Normal third-person from-behind side view: the source folder is kept separate from all-fours and generic doggy side folders, with the partner behind and the camera lateral rather than POV.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "The folder is normal-camera and from-behind related, but many frames read as reclined front/three-quarter rather than stable side-profile. Select a tighter side-view subset before testing. Renamed as a folder_pool because the full source folder is mixed and does not consistently support the strict side-view route.",
+      "acquisition_rank": 46
+    },
+    {
+      "variant_key": "normal_doggy_laying_from_behind_back_three_quarter_folder_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "fuck from behind laying - back view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck from behind laying - back view - 3-4 angle",
+          "canonical_folder": "fuck from behind laying - back view - 3-4 angle",
+          "canonical_key": "fuck_from_behind_laying_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Laying from-behind rear three-quarter normal-camera view, with the camera offset behind the action rather than from POV.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Folder is from-behind/laying related, but the contact sheet reads mixed front/side/reclined more than stable rear three-quarter. Needs a narrower camera-confirmed subset. Renamed as a folder_pool because the full source folder label says back 3/4, while the reviewed images are visually mixed and include a front three-quarter reclined subcategory.",
+      "acquisition_rank": 47
+    },
+    {
+      "variant_key": "normal_doggy_standing_backside_side_view_folder_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - woman backside - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck from behind standing - woman backside - side view",
+          "canonical_folder": "fuck from behind standing - woman backside - side view",
+          "canonical_key": "fuck_from_behind_standing_woman_backside_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Standing from-behind side-profile normal-camera view where the backside/hip orientation is the dominant folder cue.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Standing normal-camera material is present, but many images are front/three-quarter or portrait-like instead of strict side/backside framing. Needs sample narrowing. Renamed as a folder_pool because the full source folder contains standing backside material plus front/three-quarter and portrait-like frames.",
+      "acquisition_rank": 48
+    },
+    {
+      "variant_key": "normal_doggy_standing_from_behind_side_view_folder_pool",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck from behind standing - side view",
+          "canonical_folder": "fuck from behind standing - side view",
+          "canonical_key": "fuck_from_behind_standing_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Standing from-behind side-profile normal-camera view with the camera beside the action and the standing body line readable.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contains useful standing side/back examples, but also reclined and front-facing frames. Needs a narrowed standing side/back subset before fixed-seed A/B testing. Renamed as a folder_pool because the full source folder contains standing side/back examples plus reclined and front-facing frames.",
+      "acquisition_rank": 49
+    },
+    {
+      "variant_key": "normal_front_penetration_low_angle",
+      "family": "front_penetration",
+      "action_family": "front_penetration",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "fuck from front - front view -low angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fuck from front - front view -low angle",
+          "canonical_folder": "fuck from front - front view -low angle",
+          "canonical_key": "fuck_from_front_front_view_low_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Front-entry low/front normal camera reference: camera faces the front contact plane and sits low enough to emphasize upward body scale, but source coverage is modest.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a thin front/low-angle reference; keep needs_samples until narrowed or expanded.",
+      "acquisition_rank": 50
+    },
+    {
+      "variant_key": "normal_fingering_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "fingering"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "fingering",
+          "canonical_folder": "fingering",
+          "canonical_key": "fingering",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Fingering mixed-camera source pool: the folder contains useful manual-contact examples, but mixes reclined front views with upright, standing, side, and oral-adjacent frames, so it is not one locked normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed useful manual-contact material, but the full 15-image source folder mixes reclined front, upright, standing, side, and oral-adjacent frames. Keep as a folder_pool and use the selected reclined front-view split for prompt testing.",
+      "acquisition_rank": 51
+    },
+    {
+      "variant_key": "normal_handjob_laying_front_view",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "handjob - laying - front view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "handjob - laying - front view",
+          "canonical_folder": "handjob - laying - front view",
+          "canonical_key": "handjob_laying_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Laying manual-contact front normal-camera view.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Downgraded after visual review: only three samples, with posture/camera variation that is too thin for a front laying route.",
+      "acquisition_rank": 52
+    },
+    {
+      "variant_key": "normal_handjob_laying_side_profile_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "handjob - laying -side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "handjob - laying -side view",
+          "canonical_folder": "handjob - laying -side view",
+          "canonical_key": "handjob_laying_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Laying manual-contact side-view source pool with too few clean side-profile examples to define a selected pre-A/B route in this batch.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Downgraded after visual review: the folder contains useful laying references but not enough clean, consistent side-profile samples for a pre-A/B route.",
+      "acquisition_rank": 53
+    },
+    {
+      "variant_key": "normal_handjob_sitting_side_profile_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "handjob - sitting - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "handjob - sitting - side view",
+          "canonical_folder": "handjob - sitting - side view",
+          "canonical_key": "handjob_sitting_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Sitting manual-contact side-view source pool: the folder contains seated side references plus close, front, and posture-variable frames, so the full folder is not a locked route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Full source folder is visually mixed and the reviewed candidate subset still drifted too much across seated, standing/close, and front-facing frames. Keep as a folder_pool until a cleaner seated side subset exists.",
+      "acquisition_rank": 54
+    },
+    {
+      "variant_key": "normal_handjob_standing_side_profile_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "handjob standing - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "handjob standing - side view",
+          "canonical_folder": "handjob standing - side view",
+          "canonical_key": "handjob_standing_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Standing manual-contact side-view source pool: the full folder contains useful standing side references plus kneeling, seated, close, front, and oral-adjacent frames, so it is not a locked side-profile route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Full source folder is visually over-broad. Renamed as a folder_pool; use the selected-reference standing side-profile subvariant for generator-ready wording.",
+      "acquisition_rank": 55
+    },
+    {
+      "variant_key": "normal_wand_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "wand"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "wand",
+          "canonical_folder": "wand",
+          "canonical_key": "wand",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Wand toy-contact mixed-camera source pool: the folder contains useful front-close tool-contact examples, but includes side, portrait-close, and wider posture variation, so it is not one locked normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed useful wand/contact material, but the full 9-image source folder mixes front-close, side, portrait-close, and wider posture framing. Keep as a folder_pool and use the selected front-close split for prompt testing.",
+      "acquisition_rank": 56
+    },
+    {
+      "variant_key": "normal_anal_missionary_front_three_quarter",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "anal missionary - front view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal missionary - front view - 3-4 angle",
+          "canonical_folder": "anal missionary - front view - 3-4 angle",
+          "canonical_key": "anal_missionary_front_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Thin anal missionary front three-quarter normal-camera reference.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Front three-quarter anal missionary label is visually accurate, but the source remains thin. Split from the missionary front grouping and kept as needs_samples because the source folder is thin.",
+      "acquisition_rank": 57
+    },
+    {
+      "variant_key": "normal_mating_press_side_view",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "mating press - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "mating press - side view",
+          "canonical_folder": "mating press - side view",
+          "canonical_key": "mating_press_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Thin mating-press side-view normal-camera reference with folded/pressed posture cues.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Mating-press side label is accurate, but only three samples are available; keep needs_samples. Split from the missionary side grouping because mating press needs distinct posture wording; kept needs_samples due thin source.",
+      "acquisition_rank": 58
+    },
+    {
+      "variant_key": "normal_missionary_anal_side_view_folder_pool",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "missionary anal - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary anal - side view",
+          "canonical_folder": "missionary anal - side view",
+          "canonical_key": "missionary_anal_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Thin missionary side-view anal reference; useful but not broad enough for default testing.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "The folder is thin and not consistently side-profile; keep as a source pool until a cleaner subset exists. Renamed as a folder_pool because the thin source folder does not consistently support strict side-profile wording.",
+      "acquisition_rank": 59
+    },
+    {
+      "variant_key": "normal_missionary_folded_leg_mixed_camera_folder_pool",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "missionary - leg folded - back view 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary - leg folded - back view 3-4 angle",
+          "canonical_folder": "missionary - leg folded - back view 3-4 angle",
+          "canonical_key": "missionary_leg_folded_back_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Folded-leg missionary source pool with mixed normal-camera angles; posture is useful, but camera geometry is not stable enough for a locked back-three-quarter route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "The folded-leg posture is clear, but the reviewed images read front, side, low, and top mixed rather than stable back three-quarter. Do not use as a back 3/4 candidate until a narrower subset is selected. Renamed from folded back-three-quarter because visual review showed a mixed-camera folded-leg source pool rather than a stable back 3/4 route.",
+      "acquisition_rank": 60
+    },
+    {
+      "variant_key": "normal_missionary_side_profile_folder_pool",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "missionary - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary - side view",
+          "canonical_folder": "missionary - side view",
+          "canonical_key": "missionary_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Missionary side-profile normal-camera view with the stacked body line visible from the side.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "The full missionary side-view folder is useful but visually broad: it mixes strict side-profile samples with front/open-leg, low/close, and offset framing. Use the selected side-profile subvariant for generator-ready wording. Renamed as a folder_pool because the full side-view folder is mixed. The clean route name is reserved for the reviewed selected-reference subvariant.",
+      "acquisition_rank": 61
+    },
+    {
+      "variant_key": "normal_missionary_side_profile_full_visibility_folder_pool",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "missionary - side view - full penis"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "missionary - side view - full penis",
+          "canonical_folder": "missionary - side view - full penis",
+          "canonical_key": "missionary_side_view_full_penis",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Missionary side-profile normal-camera reference emphasizing full contact visibility from the side.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "The full visibility side folder contains some strong side references, but also front/three-quarter and close framing. Use the selected full-contact side subvariant for precise wording. Renamed as a folder_pool because the full visibility side folder is mixed. The clean route name is reserved for the reviewed selected-reference subvariant.",
+      "acquisition_rank": 62
+    },
+    {
+      "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "pussy licking - backv iew"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking - backv iew",
+          "canonical_folder": "pussy licking - back view",
+          "canonical_key": "pussy_licking_back_view",
+          "alias_applied": true,
+          "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Thin oral-contact source pool from the mislabeled back-view folder: the reviewed samples show high/front and high-oblique third-person framing rather than one stable back-view normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found only three samples, all closer to high-front or high-oblique oral-contact framing than a stable back-view route. Keep as needs_samples and do not queue the folder as a pre-A/B preset.",
+      "acquisition_rank": 63
+    },
+    {
+      "variant_key": "normal_pussy_licking_side_profile_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "pussy licking - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking - side view",
+          "canonical_folder": "pussy licking - side view",
+          "canonical_key": "pussy_licking_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Side-view oral-contact source pool: contains many useful side-profile references but also front, low, leg-up, and oblique samples, so the full folder is not a locked side-profile route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Full source folder mixes side-profile references with front, low, leg-up, and oblique frames. Renamed as a folder_pool; use the selected-reference side-profile subvariant for generator-ready wording.",
+      "acquisition_rank": 64
+    },
+    {
+      "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "rimjob"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "rimjob",
+          "canonical_folder": "rimjob",
+          "canonical_key": "rimjob",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Rimjob mixed-camera source pool: three reviewed references include close side/back oral-contact framing plus a wider kneeling context, so the folder is useful evidence but not a locked camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found only three mixed close/wide references. Keep as needs_samples and do not queue the folder as a pre-A/B camera preset.",
+      "acquisition_rank": 65
+    },
+    {
+      "variant_key": "normal_sixty_nine_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "69"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "69",
+          "canonical_folder": "69",
+          "canonical_key": "69",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Sixty-nine mixed-camera source pool: the folder contains useful mutual oral-contact examples, but mixes close/front, side/downward, upright seated, and wider room-context views, so it is not one locked normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed useful mutual oral-contact material, but the full 10-image source folder mixes close/front, side/downward, upright seated, and wider room-context framing. Keep as a folder_pool and use the selected front-close split for prompt testing.",
+      "acquisition_rank": 66
+    },
+    {
+      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+      "family": "piledriver_or_pretzel",
+      "action_family": "piledriver_or_pretzel",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "piledriver"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "piledriver",
+          "canonical_folder": "piledriver",
+          "canonical_key": "piledriver",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Piledriver folded-body action reference with camera not locked enough for a preset.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed a coherent piledriver action pool, but camera angle varies across top, front, close, and inverted views; keep needs_samples.",
+      "acquisition_rank": 67
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_anal_front_view",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        " anal  reverse cowgirl - front view",
+        "anal reverse cowgirl - front view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": " anal  reverse cowgirl - front view",
+          "canonical_folder": " anal  reverse cowgirl - front view",
+          "canonical_key": "anal_reverse_cowgirl_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        },
+        {
+          "exact_source_folder": "anal reverse cowgirl - front view",
+          "canonical_folder": "anal reverse cowgirl - front view",
+          "canonical_key": "anal_reverse_cowgirl_front_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Thin reverse-cowgirl front-view reference group from duplicate front-view source labels.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Split from the broad reverse-cowgirl front variant; kept needs_samples because the combined duplicate folders are thin. Visual review confirmed this status from a full-folder cowgirl/reverse-cowgirl contact sheet.",
+      "acquisition_rank": 68
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "reverse cowgirl",
+          "canonical_folder": "reverse cowgirl",
+          "canonical_key": "reverse_cowgirl",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 3,
+      "target_reference_count": 12,
+      "missing_reference_count": 9,
+      "canonical_geometry": "Large reverse-cowgirl source pool with normal-camera examples but no single locked camera view until contact-sheet review selects stable subsets.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Added as the first large unused-pool review tranche. The full 240-image folder is a cue-expansion pool, not a prompt-ready route; split selected-reference subvariants only after contact-sheet evidence shows repeated non-POV camera geometry.",
+      "acquisition_rank": 69
+    },
+    {
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "woman ass exposed"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "woman ass exposed",
+          "canonical_folder": "woman ass exposed",
+          "canonical_key": "woman_ass_exposed",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 4,
+      "target_reference_count": 12,
+      "missing_reference_count": 8,
+      "canonical_geometry": "Rear exposed-body display source pool with only four mixed rear/side samples and no locked camera preset.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Visual review confirmed this as a thin mixed rear-display pool; keep needs_samples. The reviewed source-pool references now include all four folder images.",
+      "acquisition_rank": 70
+    },
+    {
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "family": "face_sitting",
+      "action_family": "face_sitting",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "face sitting"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "face sitting",
+          "canonical_folder": "face sitting",
+          "canonical_key": "face_sitting",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 4,
+      "target_reference_count": 12,
+      "missing_reference_count": 8,
+      "canonical_geometry": "Face-sitting mixed-camera source pool: the folder has three front or near-front samples plus one rear/back-view outlier, so it preserves review evidence without defining one locked normal-camera route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Contact-sheet review found a thin, mixed 4-image source pool. Keep as needs_samples; do not queue the full folder as a pre-A/B route until a narrower camera subset has enough matched samples.",
+      "acquisition_rank": 71
+    },
+    {
+      "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "penis worship"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "penis worship",
+          "canonical_folder": "penis worship",
+          "canonical_key": "penis_worship",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 5,
+      "target_reference_count": 12,
+      "missing_reference_count": 7,
+      "canonical_geometry": "User-anchored penis-worship side-view subset with the receiving partner laying down and the contact axis reading vertically in the frame; distinct from the broader side-view subset because posture and vertical alignment are part of the route.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Created from five user-provided laying-partner vertical side-view anchors inside a mixed penis-worship folder. Keep needs_samples for now; promote only after broader visual split or enough additional matching samples make it stable for fixed-seed A/B.",
+      "acquisition_rank": 72
+    },
+    {
+      "variant_key": "normal_pussy_licking_leg_up_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "mixed_or_unspecified",
+      "atlas_folders": [
+        "pussy licking woman standing - side view"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "pussy licking woman standing - side view",
+          "canonical_folder": "pussy licking woman standing - side view",
+          "canonical_key": "pussy_licking_woman_standing_side_view",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 5,
+      "target_reference_count": 12,
+      "missing_reference_count": 7,
+      "canonical_geometry": "Leg-up oral-contact mixed-camera source pool: the folder label says standing side view, but the reviewed samples mostly read as leg-up or reclined setups with mixed front, side, and low framing.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Downgraded after visual review: the folder name implies standing side-profile, but the five images are mostly leg-up or reclined mixed-camera references. Keep as a folder_pool until manually narrowed.",
+      "acquisition_rank": 73
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_anal_front_three_quarter",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "anal  reverse cowgirl - front view - 3-4 angle",
+        "anal reverse cowgirl - front view - 3-4 angle"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "anal  reverse cowgirl - front view - 3-4 angle",
+          "canonical_folder": "anal  reverse cowgirl - front view - 3-4 angle",
+          "canonical_key": "anal_reverse_cowgirl_front_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        },
+        {
+          "exact_source_folder": "anal reverse cowgirl - front view - 3-4 angle",
+          "canonical_folder": "anal reverse cowgirl - front view - 3-4 angle",
+          "canonical_key": "anal_reverse_cowgirl_front_view_3_4_angle",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 5,
+      "target_reference_count": 12,
+      "missing_reference_count": 7,
+      "canonical_geometry": "Thin reverse-cowgirl front three-quarter reference group from duplicate 3/4 source labels.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Split from the broad reverse-cowgirl front variant; kept needs_samples until the thin 3/4 samples are reviewed. Visual review confirmed this status from a full-folder cowgirl/reverse-cowgirl contact sheet.",
+      "acquisition_rank": 74
+    },
+    {
+      "variant_key": "normal_penis_worship_top_view",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "top_view",
+      "atlas_folders": [
+        "penis worship"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "penis worship",
+          "canonical_folder": "penis worship",
+          "canonical_key": "penis_worship",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 6,
+      "target_reference_count": 12,
+      "missing_reference_count": 6,
+      "canonical_geometry": "User-anchored penis-worship top-view normal-camera subset: camera looks down from above the interaction, making elevation the defining geometry instead of front, side, or foreground-close framing.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Created from six user-provided top-view anchors inside a mixed penis-worship folder. Keep needs_samples for now; promote only after broader visual split or enough additional top-view samples make it stable for fixed-seed A/B.",
+      "acquisition_rank": 75
+    },
+    {
+      "variant_key": "normal_penis_worship_side_view",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "penis worship"
+      ],
+      "folder_aliases": [
+        {
+          "exact_source_folder": "penis worship",
+          "canonical_folder": "penis worship",
+          "canonical_key": "penis_worship",
+          "alias_applied": false,
+          "alias_reason": ""
+        }
+      ],
+      "reference_count": 8,
+      "target_reference_count": 12,
+      "missing_reference_count": 4,
+      "canonical_geometry": "User-anchored penis-worship side-view normal-camera subset: camera reads the interaction laterally enough that the body/contact axis runs across the frame instead of from overhead or foreground-close framing.",
+      "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+      "review_notes": "Created from eight user-provided side-view anchors inside a mixed penis-worship folder. Keep needs_samples for now; promote only after broader visual split or enough additional side-view samples make it stable for fixed-seed A/B.",
+      "acquisition_rank": 76
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.md b/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.md
new file mode 100644
index 0000000..ec1d342
--- /dev/null
+++ b/ab_batches/normal_camera/normal_camera_needs_samples_acquisition.md
@@ -0,0 +1,84 @@
+# Normal Camera Needs-Samples Acquisition
+
+No-generation acquisition list for variants that are not ready for fixed-seed pre-A/B testing.
+
+Target reference count per promoted selected-reference family: 12.
+
+| Rank | Variant | Action | Camera | Refs | Missing | Source folders |
+| ---: | --- | --- | --- | ---: | ---: | --- |
+| 1 | normal_blowjob_laying_back_three_quarter_single_reference_pool | blowjob | back_three_quarter | 1 | 11 | blowjob laying - back view - 3-4 angle |
+| 2 | normal_blowjob_low_angle | blowjob | low_angle | 1 | 11 | blowjob - low angle |
+| 3 | normal_anal_cowgirl_single_reference_pool | cowgirl | mixed_or_unspecified | 1 | 11 | anal cowgirl |
+| 4 | normal_cowgirl_front_view | cowgirl | front_view | 1 | 11 | cowgirl - front view |
+| 5 | normal_anal_doggy_side_view_single_reference_pool | doggy | side_view | 1 | 11 | anal doggy - side view |
+| 6 | normal_anal_laying_back_three_quarter_single_reference_pool | doggy | back_three_quarter | 1 | 11 | anal fuck from behind laying - back view - 3-4 angle |
+| 7 | normal_doggy_press_back_side_single_reference_pool | doggy | back_view | 1 | 11 | doggy press - back side |
+| 8 | normal_double_blowjob_handjob_front_view | double_contact | front_view | 1 | 11 | double blowjob-handjob-frontview |
+| 9 | normal_double_blowjob_handjob_top_view | double_contact | top_view | 1 | 11 | double blowjob-handjob-topview |
+| 10 | normal_double_penetration_back_three_quarter | double_contact | back_three_quarter | 1 | 11 | double penetration - back view - 3-4 angle |
+| 11 | normal_double_penetration_on_back_back_three_quarter | double_contact | back_three_quarter | 1 | 11 | double penetration on her back- back view - 3-4 angle |
+| 12 | normal_face_sitting_front_view_single_reference_pool | face_sitting | front_view | 1 | 11 | face sitting - front view |
+| 13 | normal_fist_mixed_camera_folder_pool | manual_or_toy | mixed_or_unspecified | 1 | 11 | fist |
+| 14 | normal_handjob_standing_low_angle_single_reference_pool | manual_or_toy | low_angle | 1 | 11 | handjob - standing -low angle |
+| 15 | normal_missionary_front_three_quarter | missionary | front_three_quarter | 1 | 11 | missionary - front view - 3-4 angle |
+| 16 | normal_missionary_top_down | missionary | top_view | 1 | 11 | missionary - top view |
+| 17 | normal_anus_licking_single_reference_pool | oral_other | mixed_or_unspecified | 1 | 11 | anus lickiing |
+| 18 | normal_penis_worship_foreground_close_reference_folder_pool | oral_other | mixed_or_unspecified | 1 | 11 | penis worship |
+| 19 | normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool | oral_other | back_three_quarter | 1 | 11 | pussy licking leg up - back view - 3-4 angle |
+| 20 | normal_pussy_licking_standing_woman_single_reference_pool | oral_other | mixed_or_unspecified | 1 | 11 | pussy licking standing woman |
+| 21 | normal_under_desk_single_reference_pool | oral_other | mixed_or_unspecified | 1 | 11 | under desk |
+| 22 | normal_anal_reverse_congress_single_reference_pool | reverse_congress | mixed_or_unspecified | 1 | 11 | anal reverse congress |
+| 23 | normal_standing_sideway_side_view | standing_penetration | side_view | 1 | 11 | fuck standing - woman sideway |
+| 24 | normal_ballsucking_laying_close_reference_folder_pool | ballsucking | mixed_or_unspecified | 2 | 10 | ballsucking - laying |
+| 25 | normal_blowjob_front_low_angle | blowjob | front_view | 2 | 10 | blowjob - front view - low angle |
+| 26 | normal_double_contact_bj_pen_back_three_quarter | double_contact | back_three_quarter | 2 | 10 | double penetration - BJ and Pen - back view - 3-4 angle |
+| 27 | normal_double_penetration_side_view | double_contact | side_view | 2 | 10 | double penetration - side view |
+| 28 | normal_footjob_mixed_camera_folder_pool | manual_or_toy | mixed_or_unspecified | 2 | 10 | footjob |
+| 29 | normal_mating_press_front_view | missionary | front_view | 2 | 10 | mating press - front view |
+| 30 | normal_pussy_licking_front_three_quarter | oral_other | front_three_quarter | 2 | 10 | pussy licking - front view - 3-4 angle |
+| 31 | normal_pretzel_mixed_camera_folder_pool | piledriver_or_pretzel | mixed_or_unspecified | 2 | 10 | pretzel |
+| 32 | normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool | reverse_cowgirl | mixed_or_unspecified | 2 | 10 | reverse cowgirl - leg up |
+| 33 | normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool | reverse_cowgirl | mixed_or_unspecified | 2 | 10 | reverse cowgirl -pretzel |
+| 34 | normal_anal_random_mixed_camera_folder_pool | anal | mixed_or_unspecified | 3 | 9 | anal random |
+| 35 | normal_ballsucking_standing_partner_mixed_camera_folder_pool | ballsucking | mixed_or_unspecified | 3 | 9 | ballsucking - standing |
+| 36 | normal_blowjob_kneeling_side_profile_folder_pool | blowjob | side_view | 3 | 9 | blowjob - kneeling - side view |
+| 37 | normal_blowjob_laying_side_profile_folder_pool | blowjob | side_view | 3 | 9 | blowjob - laying - side view |
+| 38 | normal_boobjob_front_close_mixed_camera_folder_pool | boobjob | mixed_or_unspecified | 3 | 9 | boobjob |
+| 39 | normal_couple_kissing_mixed_camera_folder_pool | couple | mixed_or_unspecified | 3 | 9 | couple kissing |
+| 40 | normal_display_breasts_exposed_mixed_camera_folder_pool | display | mixed_or_unspecified | 3 | 9 | breasts exposed |
+| 41 | normal_display_front_open_leg_mixed_camera_folder_pool | display | mixed_or_unspecified | 3 | 9 | pussy spread |
+| 42 | normal_display_rear_body_view_folder_pool | display | mixed_or_unspecified | 3 | 9 | woman solo showing her hass - back view |
+| 43 | normal_display_rear_close_reference_folder_pool | display | mixed_or_unspecified | 3 | 9 | anus exposed - back view |
+| 44 | normal_removing_pants_mixed_camera_folder_pool | display | mixed_or_unspecified | 3 | 9 | removing pants |
+| 45 | normal_doggy_all_fours_side_view_folder_pool | doggy | side_view | 3 | 9 | doggy on all four - side view |
+| 46 | normal_doggy_from_behind_side_view_folder_pool | doggy | side_view | 3 | 9 | fuck from behind - side view |
+| 47 | normal_doggy_laying_from_behind_back_three_quarter_folder_pool | doggy | back_three_quarter | 3 | 9 | fuck from behind laying - back view - 3-4 angle |
+| 48 | normal_doggy_standing_backside_side_view_folder_pool | doggy | side_view | 3 | 9 | fuck from behind standing - woman backside - side view |
+| 49 | normal_doggy_standing_from_behind_side_view_folder_pool | doggy | side_view | 3 | 9 | fuck from behind standing - side view |
+| 50 | normal_front_penetration_low_angle | front_penetration | front_view | 3 | 9 | fuck from front - front view -low angle |
+| 51 | normal_fingering_mixed_camera_folder_pool | manual_or_toy | mixed_or_unspecified | 3 | 9 | fingering |
+| 52 | normal_handjob_laying_front_view | manual_or_toy | front_view | 3 | 9 | handjob - laying - front view |
+| 53 | normal_handjob_laying_side_profile_folder_pool | manual_or_toy | side_view | 3 | 9 | handjob - laying -side view |
+| 54 | normal_handjob_sitting_side_profile_folder_pool | manual_or_toy | side_view | 3 | 9 | handjob - sitting - side view |
+| 55 | normal_handjob_standing_side_profile_folder_pool | manual_or_toy | side_view | 3 | 9 | handjob standing - side view |
+| 56 | normal_wand_mixed_camera_folder_pool | manual_or_toy | mixed_or_unspecified | 3 | 9 | wand |
+| 57 | normal_anal_missionary_front_three_quarter | missionary | front_three_quarter | 3 | 9 | anal missionary - front view - 3-4 angle |
+| 58 | normal_mating_press_side_view | missionary | side_view | 3 | 9 | mating press - side view |
+| 59 | normal_missionary_anal_side_view_folder_pool | missionary | side_view | 3 | 9 | missionary anal - side view |
+| 60 | normal_missionary_folded_leg_mixed_camera_folder_pool | missionary | mixed_or_unspecified | 3 | 9 | missionary - leg folded - back view 3-4 angle |
+| 61 | normal_missionary_side_profile_folder_pool | missionary | side_view | 3 | 9 | missionary - side view |
+| 62 | normal_missionary_side_profile_full_visibility_folder_pool | missionary | side_view | 3 | 9 | missionary - side view - full penis |
+| 63 | normal_pussy_licking_backview_mixed_camera_folder_pool | oral_other | mixed_or_unspecified | 3 | 9 | pussy licking - backv iew |
+| 64 | normal_pussy_licking_side_profile_folder_pool | oral_other | side_view | 3 | 9 | pussy licking - side view |
+| 65 | normal_rimjob_mixed_camera_folder_pool | oral_other | mixed_or_unspecified | 3 | 9 | rimjob |
+| 66 | normal_sixty_nine_mixed_camera_folder_pool | oral_other | mixed_or_unspecified | 3 | 9 | 69 |
+| 67 | normal_piledriver_mixed_camera_folder_pool | piledriver_or_pretzel | mixed_or_unspecified | 3 | 9 | piledriver |
+| 68 | normal_reverse_cowgirl_anal_front_view | reverse_cowgirl | front_view | 3 | 9 |  anal  reverse cowgirl - front view, anal reverse cowgirl - front view |
+| 69 | normal_reverse_cowgirl_mixed_camera_folder_pool | reverse_cowgirl | mixed_or_unspecified | 3 | 9 | reverse cowgirl |
+| 70 | normal_display_rear_exposed_body_folder_pool | display | mixed_or_unspecified | 4 | 8 | woman ass exposed |
+| 71 | normal_face_sitting_mixed_camera_folder_pool | face_sitting | mixed_or_unspecified | 4 | 8 | face sitting |
+| 72 | normal_penis_worship_laying_partner_vertical_side_view | oral_other | side_view | 5 | 7 | penis worship |
+| 73 | normal_pussy_licking_leg_up_mixed_camera_folder_pool | oral_other | mixed_or_unspecified | 5 | 7 | pussy licking woman standing - side view |
+| 74 | normal_reverse_cowgirl_anal_front_three_quarter | reverse_cowgirl | front_three_quarter | 5 | 7 | anal  reverse cowgirl - front view - 3-4 angle, anal reverse cowgirl - front view - 3-4 angle |
+| 75 | normal_penis_worship_top_view | oral_other | top_view | 6 | 6 | penis worship |
+| 76 | normal_penis_worship_side_view | oral_other | side_view | 8 | 4 | penis worship |
diff --git a/ab_batches/normal_camera/normal_camera_priority_plan.json b/ab_batches/normal_camera/normal_camera_priority_plan.json
new file mode 100644
index 0000000..dd6b0f7
--- /dev/null
+++ b/ab_batches/normal_camera/normal_camera_priority_plan.json
@@ -0,0 +1,2007 @@
+{
+  "schema": "sxcp_normal_camera_priority_plan_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "source_variant_catalog": "categories/normal_camera_variants.json",
+  "available_pre_ab_count": 55,
+  "selected_count": 55,
+  "deferred_counts": {
+    "needs_samples": 76,
+    "hold": 0
+  },
+  "acceptance_gate_descriptions": {
+    "camera_geometry": "Camera angle, elevation, side/front/back orientation, and framing match the atlas family.",
+    "pose_ownership": "The visible actors own the pose correctly, with no POV body cues leaking into normal-camera framing.",
+    "workspace_continuity": "Workspace/lounge details support the camera angle instead of fighting the pose.",
+    "clothing_visibility": "Clothing cues stay attached to the intended visible subject and only describe garments visible in this pose.",
+    "subject_identity": "The same woman identity, face, hair, eyes, and body type remain stable across fixed-seed variants.",
+    "body_proportion_control": "Penis/body proportions and limb lengths stay plausible for the selected atlas framing.",
+    "prompt_noise": "Prompt text uses direct visual cues, with option, negative, and instruction-like wording removed from positive text.",
+    "atlas_reference_match": "The generated frame can be matched back to the selected atlas references for this variant."
+  },
+  "candidates": [
+    {
+      "priority_rank": 1,
+      "key": "normal_doggy_all_fours_side_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy on all four - side view"
+      ],
+      "reference_images": [
+        "doggy on all four - side view/0020.jpg",
+        "doggy on all four - side view/192.jpg",
+        "doggy on all four - side view/2.jpg",
+        "doggy on all four - side view/204.jpg",
+        "doggy on all four - side view/254.jpg",
+        "doggy on all four - side view/254_2.jpg",
+        "doggy on all four - side view/254_3.jpg",
+        "doggy on all four - side view/271.jpg",
+        "doggy on all four - side view/271_2.jpg",
+        "doggy on all four - side view/362.jpg",
+        "doggy on all four - side view/495.jpg",
+        "doggy on all four - side view/556.jpg",
+        "doggy on all four - side view/86.jpg",
+        "doggy on all four - side view/99.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected doggy all-fours side view: the woman is low or on all fours and the camera remains lateral enough for the body axis and rear-entry contact line to read across the frame.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 2,
+      "key": "normal_doggy_generic_side_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy - side view"
+      ],
+      "reference_images": [
+        "doggy - side view/0014.jpg",
+        "doggy - side view/276.jpg",
+        "doggy - side view/541.jpg"
+      ],
+      "canonical_geometry": "Normal third-person generic doggy side view: the source folder is kept separate from all-fours and explicit from-behind side folders, with the camera lateral and the action axis readable across the frame.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 3,
+      "key": "normal_doggy_standing_from_behind_side_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fuck from behind standing - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - side view/0013.jpg",
+        "fuck from behind standing - side view/0019.jpg",
+        "fuck from behind standing - side view/0020.jpg",
+        "fuck from behind standing - side view/162.jpg",
+        "fuck from behind standing - side view/162_2.jpg",
+        "fuck from behind standing - side view/509.jpg",
+        "fuck from behind standing - side view/9.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing from-behind side view: upright posture is visible and the camera is lateral or rear-lateral rather than front portrait framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 4,
+      "key": "normal_doggy_standing_backside_side_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fuck from behind standing - woman backside - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - woman backside - side view/0010.jpg",
+        "fuck from behind standing - woman backside - side view/0012.jpg",
+        "fuck from behind standing - woman backside - side view/186.jpg",
+        "fuck from behind standing - woman backside - side view/186_2.jpg",
+        "fuck from behind standing - woman backside - side view/196.jpg",
+        "fuck from behind standing - woman backside - side view/257.jpg",
+        "fuck from behind standing - woman backside - side view/286.jpg",
+        "fuck from behind standing - woman backside - side view/288.jpg",
+        "fuck from behind standing - woman backside - side view/343.jpg",
+        "fuck from behind standing - woman backside - side view/343_2.jpg",
+        "fuck from behind standing - woman backside - side view/343_3.jpg",
+        "fuck from behind standing - woman backside - side view/345.jpg",
+        "fuck from behind standing - woman backside - side view/345_2.jpg",
+        "fuck from behind standing - woman backside - side view/542.jpg",
+        "fuck from behind standing - woman backside - side view/68.jpg",
+        "fuck from behind standing - woman backside - side view/68_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing backside side view: backside/hip orientation dominates and the camera is side or rear-lateral.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 5,
+      "key": "normal_doggy_all_fours_back_three_quarter",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy on all four - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "doggy on all four - back view - 3-4 angle/0002.jpg",
+        "doggy on all four - back view - 3-4 angle/0003.jpg",
+        "doggy on all four - back view - 3-4 angle/0013.jpg",
+        "doggy on all four - back view - 3-4 angle/0014.jpg",
+        "doggy on all four - back view - 3-4 angle/0019.jpg",
+        "doggy on all four - back view - 3-4 angle/0020.jpg",
+        "doggy on all four - back view - 3-4 angle/206.jpg",
+        "doggy on all four - back view - 3-4 angle/267.jpg",
+        "doggy on all four - back view - 3-4 angle/302.jpg",
+        "doggy on all four - back view - 3-4 angle/327.jpg",
+        "doggy on all four - back view - 3-4 angle/550_2.jpg",
+        "doggy on all four - back view - 3-4 angle/608_2.jpg",
+        "doggy on all four - back view - 3-4 angle/611.jpg",
+        "doggy on all four - back view - 3-4 angle/70.jpg",
+        "doggy on all four - back view - 3-4 angle/97.jpg"
+      ],
+      "canonical_geometry": "Doggy all-fours rear three-quarter normal-camera view with the camera offset behind the action.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 6,
+      "key": "normal_doggy_generic_back_three_quarter",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "doggy - back view - 3-4 angle/0002.jpg",
+        "doggy - back view - 3-4 angle/0002_2.jpg",
+        "doggy - back view - 3-4 angle/0008_2.jpg",
+        "doggy - back view - 3-4 angle/0013.jpg",
+        "doggy - back view - 3-4 angle/0015.jpg",
+        "doggy - back view - 3-4 angle/0017.jpg",
+        "doggy - back view - 3-4 angle/0021.jpg",
+        "doggy - back view - 3-4 angle/132.jpg",
+        "doggy - back view - 3-4 angle/145.jpg",
+        "doggy - back view - 3-4 angle/183.jpg",
+        "doggy - back view - 3-4 angle/185.jpg",
+        "doggy - back view - 3-4 angle/227.jpg",
+        "doggy - back view - 3-4 angle/39.jpg",
+        "doggy - back view - 3-4 angle/41.jpg",
+        "doggy - back view - 3-4 angle/77.jpg"
+      ],
+      "canonical_geometry": "Generic doggy rear three-quarter normal-camera view, separate from all-fours and laying from-behind source folders.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 7,
+      "key": "normal_doggy_laying_from_behind_front_three_quarter",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "front_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fuck from behind laying - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "fuck from behind laying - back view - 3-4 angle/0002.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0004.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0004_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0006.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0009.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0009_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0011.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0013.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0014.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0015.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0016.jpg",
+        "fuck from behind laying - back view - 3-4 angle/377.jpg",
+        "fuck from behind laying - back view - 3-4 angle/379.jpg",
+        "fuck from behind laying - back view - 3-4 angle/537.jpg",
+        "fuck from behind laying - back view - 3-4 angle/560.jpg",
+        "fuck from behind laying - back view - 3-4 angle/590.jpg",
+        "fuck from behind laying - back view - 3-4 angle/591.jpg",
+        "fuck from behind laying - back view - 3-4 angle/591_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/595.jpg",
+        "fuck from behind laying - back view - 3-4 angle/606.jpg",
+        "fuck from behind laying - back view - 3-4 angle/615.jpg",
+        "fuck from behind laying - back view - 3-4 angle/615_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/624.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected laying from-behind front three-quarter view: reclined body layout is visible, the camera is normal third-person and front-offset more than rear 3/4.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 8,
+      "key": "normal_doggy_all_fours_front_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy all four - front view"
+      ],
+      "reference_images": [
+        "doggy all four - front view/0016.jpg",
+        "doggy all four - front view/48.jpg",
+        "doggy all four - front view/58.jpg",
+        "doggy all four - front view/64.jpg",
+        "doggy all four - front view/69.jpg",
+        "doggy all four - front view/77.jpg",
+        "doggy all four - front view/83.jpg",
+        "doggy all four - front view/97.jpg",
+        "doggy all four - front view/171.jpg",
+        "doggy all four - front view/197.jpg",
+        "doggy all four - front view/204.jpg",
+        "doggy all four - front view/221.jpg",
+        "doggy all four - front view/290.jpg",
+        "doggy all four - front view/596.jpg",
+        "doggy all four - front view/598.jpg"
+      ],
+      "canonical_geometry": "Doggy all-fours front normal-camera view where the front subject plane faces the camera while the partner remains behind.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 9,
+      "key": "normal_doggy_generic_front_view",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy - front view",
+        "doggy - front view "
+      ],
+      "reference_images": [
+        "doggy - front view/11.jpg",
+        "doggy - front view/5.jpg",
+        "doggy - front view/6.jpg",
+        "doggy - front view /0003.jpg",
+        "doggy - front view /253.jpg",
+        "doggy - front view /262.jpg",
+        "doggy - front view /349.jpg",
+        "doggy - front view /354.jpg",
+        "doggy - front view /41.jpg",
+        "doggy - front view /49.jpg",
+        "doggy - front view /505.jpg",
+        "doggy - front view /537.jpg",
+        "doggy - front view /541.jpg",
+        "doggy - front view /567.jpg",
+        "doggy - front view /627.jpg"
+      ],
+      "canonical_geometry": "Generic doggy front normal-camera view from the duplicate front-view source folders.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 10,
+      "key": "normal_doggy_under_view_low_camera",
+      "family": "doggy",
+      "action_family": "doggy",
+      "camera_view": "under_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "doggy - underview"
+      ],
+      "reference_images": [
+        "doggy - underview/0001.jpg",
+        "doggy - underview/0008.jpg",
+        "doggy - underview/614.jpg"
+      ],
+      "canonical_geometry": "Extreme low under-view doggy camera: the camera is below the hips or leg line, looking upward through or under the pose so underside body geometry dominates the frame.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 11,
+      "key": "normal_cowgirl_side_profile",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "cowgirl - side view"
+      ],
+      "reference_images": [
+        "cowgirl - side view/0003.jpg",
+        "cowgirl - side view/0004_2.jpg",
+        "cowgirl - side view/0005.jpg",
+        "cowgirl - side view/0007.jpg",
+        "cowgirl - side view/0009.jpg",
+        "cowgirl - side view/0011.jpg",
+        "cowgirl - side view/0015.jpg",
+        "cowgirl - side view/118.jpg",
+        "cowgirl - side view/195.jpg",
+        "cowgirl - side view/2.jpg",
+        "cowgirl - side view/200.jpg",
+        "cowgirl - side view/255.jpg",
+        "cowgirl - side view/280.jpg",
+        "cowgirl - side view/86.jpg",
+        "cowgirl - side view/86_2.jpg"
+      ],
+      "canonical_geometry": "Side-profile cowgirl view: woman sits or rises on top of the reclined partner, both bodies are seen from the side, and the vertical straddle relation remains readable without first-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 12,
+      "key": "normal_cowgirl_full_body_front_view",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "cowgirl full man body - front view"
+      ],
+      "reference_images": [
+        "cowgirl full man body - front view/0005.jpg",
+        "cowgirl full man body - front view/303.jpg",
+        "cowgirl full man body - front view/99.jpg"
+      ],
+      "canonical_geometry": "Cowgirl front normal-camera view with the partner body visible beneath the woman.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 13,
+      "key": "normal_cowgirl_front_three_quarter",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "front_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "cowgirl - front view - 3-4 angle"
+      ],
+      "reference_images": [
+        "cowgirl - front view - 3-4 angle/588.jpg",
+        "cowgirl - front view - 3-4 angle/62_2.jpg",
+        "cowgirl - front view - 3-4 angle/70.jpg"
+      ],
+      "canonical_geometry": "Cowgirl front three-quarter normal-camera view with the front contact plane readable from an offset camera.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 14,
+      "key": "normal_cowgirl_back_three_quarter",
+      "family": "cowgirl",
+      "action_family": "cowgirl",
+      "camera_view": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "cowgirl - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "cowgirl - back view - 3-4 angle/0002.jpg",
+        "cowgirl - back view - 3-4 angle/0003_4.jpg",
+        "cowgirl - back view - 3-4 angle/0006.jpg",
+        "cowgirl - back view - 3-4 angle/0008_2.jpg",
+        "cowgirl - back view - 3-4 angle/16.jpg",
+        "cowgirl - back view - 3-4 angle/22.jpg",
+        "cowgirl - back view - 3-4 angle/41.jpg",
+        "cowgirl - back view - 3-4 angle/82.jpg",
+        "cowgirl - back view - 3-4 angle/90.jpg",
+        "cowgirl - back view - 3-4 angle/145.jpg",
+        "cowgirl - back view - 3-4 angle/160.jpg",
+        "cowgirl - back view - 3-4 angle/172.jpg",
+        "cowgirl - back view - 3-4 angle/225.jpg",
+        "cowgirl - back view - 3-4 angle/241_2.jpg",
+        "cowgirl - back view - 3-4 angle/248.jpg"
+      ],
+      "canonical_geometry": "Rear three-quarter cowgirl view: camera sits behind or behind-offset from the woman on top, with her back, hips, and legs closest while the reclined partner remains visible beneath or ahead of her.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 15,
+      "key": "normal_reverse_cowgirl_back_view",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "back_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl - back view"
+      ],
+      "reference_images": [
+        "reverse cowgirl - back view/267.jpg",
+        "reverse cowgirl - back view/64.jpg",
+        "reverse cowgirl - back view/80.jpg"
+      ],
+      "canonical_geometry": "Reverse-cowgirl rear normal-camera view where the woman faces away and the back-facing orientation dominates.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 16,
+      "key": "normal_reverse_cowgirl_back_three_quarter",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl - backview - 3-4 angle"
+      ],
+      "reference_images": [
+        "reverse cowgirl - backview - 3-4 angle/207.jpg",
+        "reverse cowgirl - backview - 3-4 angle/280_2.jpg",
+        "reverse cowgirl - backview - 3-4 angle/99.jpg"
+      ],
+      "canonical_geometry": "Reverse-cowgirl rear three-quarter normal-camera view from an offset back camera.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 17,
+      "key": "normal_reverse_cowgirl_side_profile",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl - side view"
+      ],
+      "reference_images": [
+        "reverse cowgirl - side view/0004.jpg",
+        "reverse cowgirl - side view/596.jpg",
+        "reverse cowgirl - side view/606_3.jpg"
+      ],
+      "canonical_geometry": "Side-profile reverse cowgirl view: woman is on top facing away from the partner, both bodies are seen laterally, and the back-facing orientation stays readable through hip, back, and leg placement.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 18,
+      "key": "normal_reverse_cowgirl_front_view",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0001.jpg",
+        "reverse cowgirl/0004.jpg",
+        "reverse cowgirl/0005_4.jpg",
+        "reverse cowgirl/0014.jpg",
+        "reverse cowgirl/79.jpg",
+        "reverse cowgirl/82.jpg",
+        "reverse cowgirl/145.jpg",
+        "reverse cowgirl/260.jpg",
+        "reverse cowgirl/288.jpg",
+        "reverse cowgirl/319.jpg",
+        "reverse cowgirl/527.jpg",
+        "reverse cowgirl/608.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the contact plane reads frontally, and the reclined partner remains visible below her in third person.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 19,
+      "key": "normal_reverse_cowgirl_front_three_quarter",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "front_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/153.jpg",
+        "reverse cowgirl/153_2.jpg",
+        "reverse cowgirl/239_2.jpg",
+        "reverse cowgirl/239_3.jpg",
+        "reverse cowgirl/241.jpg",
+        "reverse cowgirl/241_2.jpg",
+        "reverse cowgirl/241_3.jpg",
+        "reverse cowgirl/257.jpg",
+        "reverse cowgirl/287.jpg",
+        "reverse cowgirl/323_2.jpg",
+        "reverse cowgirl/609.jpg",
+        "reverse cowgirl/609_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl front three-quarter normal-camera subset from the large mixed source pool: the woman is on top turned partly toward the camera, the contact plane reads from a front-offset angle, and the reclined partner remains visible below or behind her in third person.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 20,
+      "key": "normal_reverse_cowgirl_low_close_front_view",
+      "family": "reverse_cowgirl",
+      "action_family": "reverse_cowgirl",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0009.jpg",
+        "reverse cowgirl/0009_2.jpg",
+        "reverse cowgirl/0009_3.jpg",
+        "reverse cowgirl/0015.jpg",
+        "reverse cowgirl/0015_2.jpg",
+        "reverse cowgirl/0016_2.jpg",
+        "reverse cowgirl/170.jpg",
+        "reverse cowgirl/261.jpg",
+        "reverse cowgirl/332.jpg",
+        "reverse cowgirl/332_2.jpg",
+        "reverse cowgirl/551.jpg",
+        "reverse cowgirl/618.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl low-close front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the foreground contact plane dominates the lower frame, and the subject remains visible above it in third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 21,
+      "key": "normal_reverse_congress_front_view",
+      "family": "reverse_congress",
+      "action_family": "reverse_congress",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "reverse congress - front view"
+      ],
+      "reference_images": [
+        "reverse congress - front view/0012.jpg",
+        "reverse congress - front view/0012_2.jpg",
+        "reverse congress - front view/0013.jpg",
+        "reverse congress - front view/61.jpg",
+        "reverse congress - front view/105.jpg",
+        "reverse congress - front view/105_2.jpg",
+        "reverse congress - front view/122.jpg",
+        "reverse congress - front view/183.jpg",
+        "reverse congress - front view/189.jpg",
+        "reverse congress - front view/289.jpg",
+        "reverse congress - front view/289_2.jpg",
+        "reverse congress - front view/291.jpg",
+        "reverse congress - front view/542.jpg",
+        "reverse congress - front view/542_2.jpg",
+        "reverse congress - front view/563_2.jpg"
+      ],
+      "canonical_geometry": "Front-facing reverse-congress normal camera: the seated or folded position faces camera, with both bodies stacked or framed vertically and the contact plane visible from the front.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 22,
+      "key": "normal_missionary_side_profile",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "missionary - side view"
+      ],
+      "reference_images": [
+        "missionary - side view/0003.jpg",
+        "missionary - side view/0013.jpg",
+        "missionary - side view/0014.jpg",
+        "missionary - side view/509.jpg",
+        "missionary - side view/521.jpg",
+        "missionary - side view/533.jpg",
+        "missionary - side view/534.jpg",
+        "missionary - side view/593.jpg",
+        "missionary - side view/596.jpg",
+        "missionary - side view/596_2.jpg",
+        "missionary - side view/602.jpg",
+        "missionary - side view/613.jpg",
+        "missionary - side view/627.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected missionary side-profile normal-camera view with stacked body geometry readable from the side.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 23,
+      "key": "normal_missionary_side_profile_full_visibility",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "missionary - side view - full penis"
+      ],
+      "reference_images": [
+        "missionary - side view - full penis/0002.jpg",
+        "missionary - side view - full penis/0002_2.jpg",
+        "missionary - side view - full penis/0021.jpg",
+        "missionary - side view - full penis/550.jpg",
+        "missionary - side view - full penis/69_2.jpg",
+        "missionary - side view - full penis/74.jpg",
+        "missionary - side view - full penis/97.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected missionary side-profile normal-camera view emphasizing unobscured side contact visibility.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 24,
+      "key": "normal_missionary_front_view",
+      "family": "missionary",
+      "action_family": "missionary",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "missionary - front view"
+      ],
+      "reference_images": [
+        "missionary - front view/0011.jpg",
+        "missionary - front view/567.jpg",
+        "missionary - front view/72.jpg"
+      ],
+      "canonical_geometry": "Missionary front normal-camera view where the reclined partner faces the camera and the top partner remains visible.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 25,
+      "key": "normal_anal_random_front_view",
+      "family": "anal",
+      "action_family": "anal",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "reference_images": [
+        "anal random/0005.jpg",
+        "anal random/0006.jpg",
+        "anal random/0015.jpg",
+        "anal random/160_3.jpg",
+        "anal random/188.jpg",
+        "anal random/347_3.jpg",
+        "anal random/347_10.jpg",
+        "anal random/347_11.jpg",
+        "anal random/366.jpg",
+        "anal random/366_3.jpg",
+        "anal random/366_4.jpg"
+      ],
+      "canonical_geometry": "Reviewed anal front-view normal-camera subset from the large mixed source pool: the main subject faces the camera, the contact plane reads frontally, and partner context remains visible in third person.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 26,
+      "key": "normal_anal_random_back_side_offset_view",
+      "family": "anal",
+      "action_family": "anal",
+      "camera_view": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "reference_images": [
+        "anal random/0003.jpg",
+        "anal random/0003_3.jpg",
+        "anal random/0010.jpg",
+        "anal random/0013.jpg",
+        "anal random/119.jpg",
+        "anal random/119_2.jpg",
+        "anal random/119_3.jpg",
+        "anal random/124_2.jpg",
+        "anal random/124_8.jpg",
+        "anal random/347_4.jpg",
+        "anal random/347_5.jpg",
+        "anal random/347_8.jpg"
+      ],
+      "canonical_geometry": "Reviewed anal rear/side-offset normal-camera subset from the large mixed source pool: the main body turns partly away from the camera, the rear-side contact plane remains readable, and partner context stays visible in third person.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 27,
+      "key": "normal_blowjob_laying_front_view",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "blowjob - laying - front view"
+      ],
+      "reference_images": [
+        "blowjob - laying - front view/0001.jpg",
+        "blowjob - laying - front view/0003.jpg",
+        "blowjob - laying - front view/0004.jpg",
+        "blowjob - laying - front view/0010.jpg",
+        "blowjob - laying - front view/0010_2.jpg",
+        "blowjob - laying - front view/0018.jpg",
+        "blowjob - laying - front view/48.jpg",
+        "blowjob - laying - front view/69.jpg",
+        "blowjob - laying - front view/91.jpg",
+        "blowjob - laying - front view/94.jpg",
+        "blowjob - laying - front view/122.jpg",
+        "blowjob - laying - front view/171.jpg",
+        "blowjob - laying - front view/184.jpg",
+        "blowjob - laying - front view/274.jpg",
+        "blowjob - laying - front view/512.jpg"
+      ],
+      "canonical_geometry": "Front-facing laying blowjob normal camera: the receiving partner reclines or is partly visible while the performing partner lies or leans forward facing camera, with face, mouth contact, and body line visible from the front.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 28,
+      "key": "normal_blowjob_sitting_front_view",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "blowjob - sitting - frontview"
+      ],
+      "reference_images": [
+        "blowjob - sitting - frontview/0003.jpg",
+        "blowjob - sitting - frontview/37.jpg",
+        "blowjob - sitting - frontview/81.jpg"
+      ],
+      "canonical_geometry": "Front-facing seated-context blowjob normal camera: the performing partner is upright, kneeling, or leaning near a seated/reclined partner, with face, mouth contact, and partner placement readable from the front.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 29,
+      "key": "normal_blowjob_laying_side_profile",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "blowjob - laying - side view"
+      ],
+      "reference_images": [
+        "blowjob - laying - side view/0013.jpg",
+        "blowjob - laying - side view/119.jpg",
+        "blowjob - laying - side view/209.jpg",
+        "blowjob - laying - side view/232.jpg",
+        "blowjob - laying - side view/244.jpg",
+        "blowjob - laying - side view/255.jpg",
+        "blowjob - laying - side view/333.jpg",
+        "blowjob - laying - side view/36.jpg",
+        "blowjob - laying - side view/364.jpg",
+        "blowjob - laying - side view/375.jpg",
+        "blowjob - laying - side view/62.jpg",
+        "blowjob - laying - side view/74.jpg",
+        "blowjob - laying - side view/85.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected laying blowjob side-profile normal-camera view: the performer leans or lies laterally, the contact line reads from the side, and the receiving partner remains third-person visible without POV foreground framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 30,
+      "key": "normal_blowjob_sitting_side_profile",
+      "family": "blowjob",
+      "action_family": "blowjob",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "blowjob - sitting - side view"
+      ],
+      "reference_images": [
+        "blowjob - sitting - side view/0002.jpg",
+        "blowjob - sitting - side view/241.jpg",
+        "blowjob - sitting - side view/64.jpg"
+      ],
+      "canonical_geometry": "Sitting oral-contact side-profile normal-camera view.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 31,
+      "key": "normal_ballsucking_standing_low_side_view",
+      "family": "ballsucking",
+      "action_family": "ballsucking",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "ballsucking - standing"
+      ],
+      "reference_images": [
+        "ballsucking - standing/0014.jpg",
+        "ballsucking - standing/130.jpg",
+        "ballsucking - standing/137.jpg",
+        "ballsucking - standing/207.jpg",
+        "ballsucking - standing/222.jpg",
+        "ballsucking - standing/252.jpg",
+        "ballsucking - standing/333.jpg",
+        "ballsucking - standing/34.jpg",
+        "ballsucking - standing/540.jpg",
+        "ballsucking - standing/589.jpg",
+        "ballsucking - standing/624.jpg"
+      ],
+      "canonical_geometry": "Selected standing-partner low side or near-side normal-camera view where the receiving partner stands, the performer stays low beside or in front of the standing body, and the contact plane remains readable in third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 32,
+      "key": "normal_boobjob_front_close_view",
+      "family": "boobjob",
+      "action_family": "boobjob",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "boobjob"
+      ],
+      "reference_images": [
+        "boobjob/0017.jpg",
+        "boobjob/0018_2.jpg",
+        "boobjob/141.jpg",
+        "boobjob/186.jpg",
+        "boobjob/218.jpg",
+        "boobjob/259.jpg",
+        "boobjob/327.jpg",
+        "boobjob/588.jpg",
+        "boobjob/592.jpg",
+        "boobjob/598.jpg",
+        "boobjob/615.jpg",
+        "boobjob/618.jpg"
+      ],
+      "canonical_geometry": "Selected front-close boobjob normal-camera view where the performer faces camera or near-camera, upper body and face remain readable, and the contact action stays centered without becoming POV.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 33,
+      "key": "normal_breast_contact_front_view",
+      "family": "breast_contact",
+      "action_family": "breast_contact",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breast - touching - front view"
+      ],
+      "reference_images": [
+        "breast - touching - front view/0006.jpg",
+        "breast - touching - front view/0006_2.jpg",
+        "breast - touching - front view/12.jpg",
+        "breast - touching - front view/0014.jpg",
+        "breast - touching - front view/0015.jpg",
+        "breast - touching - front view/16.jpg",
+        "breast - touching - front view/56.jpg",
+        "breast - touching - front view/72.jpg",
+        "breast - touching - front view/183.jpg",
+        "breast - touching - front view/220.jpg",
+        "breast - touching - front view/246.jpg",
+        "breast - touching - front view/248.jpg",
+        "breast - touching - front view/281.jpg",
+        "breast - touching - front view/348.jpg",
+        "breast - touching - front view/361.jpg"
+      ],
+      "canonical_geometry": "Front-facing breast-contact normal camera: torso and face/front body are oriented toward the camera while hands or partner contact remains readable on the front body plane.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 34,
+      "key": "normal_breast_touching_side_view",
+      "family": "breast_contact",
+      "action_family": "breast_contact",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breast - touching - side view"
+      ],
+      "reference_images": [
+        "breast - touching - side view/0010.jpg",
+        "breast - touching - side view/364.jpg",
+        "breast - touching - side view/97.jpg"
+      ],
+      "canonical_geometry": "Side-profile breast-touching normal-camera view.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 35,
+      "key": "normal_breast_sucking_side_view",
+      "family": "breast_contact",
+      "action_family": "breast_contact",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breast sucking - side view"
+      ],
+      "reference_images": [
+        "breast sucking - side view/0003.jpg",
+        "breast sucking - side view/0005.jpg",
+        "breast sucking - side view/0007.jpg",
+        "breast sucking - side view/0009.jpg",
+        "breast sucking - side view/0010_2.jpg",
+        "breast sucking - side view/182.jpg",
+        "breast sucking - side view/186.jpg",
+        "breast sucking - side view/218.jpg",
+        "breast sucking - side view/234.jpg",
+        "breast sucking - side view/244.jpg",
+        "breast sucking - side view/257.jpg",
+        "breast sucking - side view/267.jpg",
+        "breast sucking - side view/269.jpg",
+        "breast sucking - side view/356.jpg",
+        "breast sucking - side view/99.jpg"
+      ],
+      "canonical_geometry": "Side-profile breast mouth-contact normal-camera view.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 36,
+      "key": "normal_sixty_nine_front_close_view",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "69"
+      ],
+      "reference_images": [
+        "69/0002.jpg",
+        "69/0008.jpg",
+        "69/0016.jpg",
+        "69/19.jpg",
+        "69/166.jpg",
+        "69/292.jpg",
+        "69/624.jpg"
+      ],
+      "canonical_geometry": "Selected sixty-nine front-close normal-camera view where the upper subject faces camera, opposed oral-contact pose stays centered, and both bodies remain readable in close third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 37,
+      "key": "normal_fingering_reclined_front_view",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fingering"
+      ],
+      "reference_images": [
+        "fingering/0004.jpg",
+        "fingering/0006.jpg",
+        "fingering/0013.jpg",
+        "fingering/0015.jpg",
+        "fingering/39.jpg",
+        "fingering/50.jpg",
+        "fingering/132.jpg",
+        "fingering/133.jpg",
+        "fingering/279.jpg",
+        "fingering/603.jpg"
+      ],
+      "canonical_geometry": "Selected reclined manual-contact front normal-camera view where the subject is reclined, faces the camera, the open-thigh contact plane stays centered, and face or upper body remains readable in third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 38,
+      "key": "normal_wand_front_close_view",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "wand"
+      ],
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/0015.jpg",
+        "wand/217.jpg",
+        "wand/532.jpg",
+        "wand/561.jpg",
+        "wand/611.jpg",
+        "wand/75.jpg"
+      ],
+      "canonical_geometry": "Selected wand front-close normal-camera view where the subject faces camera or near-camera, the open-thigh tool-contact plane is centered, and the wand remains readable as one continuous object in third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 39,
+      "key": "normal_handjob_standing_side_profile",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "handjob standing - side view"
+      ],
+      "reference_images": [
+        "handjob standing - side view/16.jpg",
+        "handjob standing - side view/105.jpg",
+        "handjob standing - side view/171.jpg",
+        "handjob standing - side view/174.jpg",
+        "handjob standing - side view/175.jpg",
+        "handjob standing - side view/305.jpg",
+        "handjob standing - side view/549.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing manual-contact side-profile normal-camera view: both participants remain upright or near-upright, the contact line reads laterally, and the framing stays third-person rather than POV.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 40,
+      "key": "normal_handjob_both_sitting_front_view",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "handjob - both sitting - front view"
+      ],
+      "reference_images": [
+        "handjob - both sitting - front view/109.jpg",
+        "handjob - both sitting - front view/588.jpg",
+        "handjob - both sitting - front view/598.jpg"
+      ],
+      "canonical_geometry": "Both-sitting manual-contact front normal-camera view.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 41,
+      "key": "normal_handjob_laying_front_three_quarter",
+      "family": "manual_or_toy",
+      "action_family": "manual_or_toy",
+      "camera_view": "front_three_quarter",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "handjob - laying - front view - 3-4 angle"
+      ],
+      "reference_images": [
+        "handjob - laying - front view - 3-4 angle/39.jpg",
+        "handjob - laying - front view - 3-4 angle/41.jpg",
+        "handjob - laying - front view - 3-4 angle/91.jpg"
+      ],
+      "canonical_geometry": "Laying manual-contact front three-quarter normal-camera view.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 42,
+      "key": "normal_pussy_licking_side_profile",
+      "family": "oral_other",
+      "action_family": "oral_other",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "pussy licking - side view"
+      ],
+      "reference_images": [
+        "pussy licking - side view/0003.jpg",
+        "pussy licking - side view/0006.jpg",
+        "pussy licking - side view/0010.jpg",
+        "pussy licking - side view/0013_2.jpg",
+        "pussy licking - side view/0015.jpg",
+        "pussy licking - side view/0015_2.jpg",
+        "pussy licking - side view/0016.jpg",
+        "pussy licking - side view/0016_2.jpg",
+        "pussy licking - side view/536.jpg",
+        "pussy licking - side view/537.jpg",
+        "pussy licking - side view/544.jpg",
+        "pussy licking - side view/560.jpg",
+        "pussy licking - side view/603.jpg",
+        "pussy licking - side view/609.jpg",
+        "pussy licking - side view/613.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected side-profile oral-contact normal-camera view: the performer is seen laterally, the receiving partner hips and legs remain readable, and the contact line runs across the frame without POV foreground cues.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 43,
+      "key": "normal_display_rear_body_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "back_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "reference_images": [
+        "woman solo showing her hass - back view/0001_2.jpg",
+        "woman solo showing her hass - back view/0003.jpg",
+        "woman solo showing her hass - back view/0006_2.jpg",
+        "woman solo showing her hass - back view/0009.jpg",
+        "woman solo showing her hass - back view/0015.jpg",
+        "woman solo showing her hass - back view/0016_2.jpg",
+        "woman solo showing her hass - back view/112.jpg",
+        "woman solo showing her hass - back view/153.jpg",
+        "woman solo showing her hass - back view/157.jpg",
+        "woman solo showing her hass - back view/162_2.jpg",
+        "woman solo showing her hass - back view/169.jpg",
+        "woman solo showing her hass - back view/182_2.jpg",
+        "woman solo showing her hass - back view/232.jpg",
+        "woman solo showing her hass - back view/270.jpg",
+        "woman solo showing her hass - back view/322.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected solo rear body-display normal-camera view: the subject is back-facing or rear three-quarter, rear body shape is the primary composition, and the camera remains third-person rather than POV.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 44,
+      "key": "normal_display_rear_body_standing_back_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "back_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "reference_images": [
+        "woman solo showing her hass - back view/0002.jpg",
+        "woman solo showing her hass - back view/0006.jpg",
+        "woman solo showing her hass - back view/0006_3.jpg",
+        "woman solo showing her hass - back view/0007_2.jpg",
+        "woman solo showing her hass - back view/173.jpg",
+        "woman solo showing her hass - back view/197.jpg",
+        "woman solo showing her hass - back view/230.jpg",
+        "woman solo showing her hass - back view/235.jpg",
+        "woman solo showing her hass - back view/287.jpg",
+        "woman solo showing her hass - back view/293.jpg",
+        "woman solo showing her hass - back view/300.jpg",
+        "woman solo showing her hass - back view/321.jpg"
+      ],
+      "canonical_geometry": "Reviewed standing solo rear body-display normal-camera subset: the subject stands upright with back or rear three-quarter side toward camera, rear body remains the primary composition, and the full standing posture stays readable in third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 45,
+      "key": "normal_display_front_open_leg_front_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/0002_3.jpg",
+        "pussy spread/0003_4.jpg",
+        "pussy spread/0012.jpg",
+        "pussy spread/0015.jpg",
+        "pussy spread/0017.jpg",
+        "pussy spread/80.jpg",
+        "pussy spread/130.jpg",
+        "pussy spread/153.jpg",
+        "pussy spread/296.jpg",
+        "pussy spread/297.jpg",
+        "pussy spread/328.jpg",
+        "pussy spread/367.jpg"
+      ],
+      "canonical_geometry": "Reviewed front open-leg display normal-camera subset from the mixed source pool: the subject faces the camera, the open-leg display reads frontally, and enough body or room context remains visible to separate it from tight low-close crops.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 46,
+      "key": "normal_display_front_open_leg_low_close",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/1.jpg",
+        "pussy spread/1_2.jpg",
+        "pussy spread/0003.jpg",
+        "pussy spread/0003_2.jpg",
+        "pussy spread/0003_3.jpg",
+        "pussy spread/0010_2.jpg",
+        "pussy spread/0016.jpg",
+        "pussy spread/0016_2.jpg",
+        "pussy spread/41.jpg",
+        "pussy spread/201.jpg",
+        "pussy spread/217_2.jpg",
+        "pussy spread/223.jpg"
+      ],
+      "canonical_geometry": "Reviewed low-close front open-leg display normal-camera subset from the mixed source pool: the camera is front-facing and close enough that the foreground body plane dominates while the subject remains visible in normal third-person framing.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 47,
+      "key": "normal_display_front_open_leg_side_offset_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/0007.jpg",
+        "pussy spread/0008.jpg",
+        "pussy spread/73.jpg",
+        "pussy spread/121.jpg",
+        "pussy spread/134.jpg",
+        "pussy spread/154_3.jpg",
+        "pussy spread/163.jpg",
+        "pussy spread/175.jpg",
+        "pussy spread/256.jpg",
+        "pussy spread/308.jpg",
+        "pussy spread/311.jpg",
+        "pussy spread/368.jpg"
+      ],
+      "canonical_geometry": "Reviewed side-offset front open-leg display normal-camera subset from the mixed source pool: the subject sits or reclines at an oblique angle, the open-leg display reads from a lateral offset, and torso plus leg line angle across the frame in third-person composition.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 48,
+      "key": "normal_display_breasts_exposed_front_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_3.jpg",
+        "breasts exposed/0006.jpg",
+        "breasts exposed/0008_2.jpg",
+        "breasts exposed/0011_2.jpg",
+        "breasts exposed/141.jpg",
+        "breasts exposed/181.jpg",
+        "breasts exposed/263.jpg",
+        "breasts exposed/302.jpg",
+        "breasts exposed/327.jpg",
+        "breasts exposed/346.jpg",
+        "breasts exposed/594_2.jpg",
+        "breasts exposed/624.jpg"
+      ],
+      "canonical_geometry": "Reviewed display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera, the upper torso and full body remain readable, and the frame uses normal third-person display composition.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 49,
+      "key": "normal_display_breasts_exposed_side_offset_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/83.jpg",
+        "breasts exposed/196.jpg",
+        "breasts exposed/235.jpg",
+        "breasts exposed/267.jpg",
+        "breasts exposed/271.jpg",
+        "breasts exposed/305.jpg",
+        "breasts exposed/353.jpg",
+        "breasts exposed/373.jpg",
+        "breasts exposed/590.jpg",
+        "breasts exposed/590_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed display side-offset normal-camera subset from the broad breasts-exposed source pool: the subject turns laterally, the side torso outline is readable, and the frame remains normal third-person display composition.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 50,
+      "key": "normal_display_breasts_exposed_standing_front_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0002_2.jpg",
+        "breasts exposed/0003.jpg",
+        "breasts exposed/49.jpg",
+        "breasts exposed/138.jpg",
+        "breasts exposed/155.jpg",
+        "breasts exposed/169.jpg",
+        "breasts exposed/190.jpg",
+        "breasts exposed/230.jpg",
+        "breasts exposed/242.jpg",
+        "breasts exposed/302_2.jpg",
+        "breasts exposed/332.jpg",
+        "breasts exposed/368.jpg"
+      ],
+      "canonical_geometry": "Reviewed standing display front-view normal-camera subset from the broad breasts-exposed source pool: the subject stands upright facing the camera, the torso and legs remain readable, and the frame preserves normal third-person display composition.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 51,
+      "key": "normal_display_breasts_exposed_seated_kneeling_front_view",
+      "family": "display",
+      "action_family": "display",
+      "camera_view": "front_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_2.jpg",
+        "breasts exposed/0007_2.jpg",
+        "breasts exposed/101_2.jpg",
+        "breasts exposed/154.jpg",
+        "breasts exposed/165.jpg",
+        "breasts exposed/173.jpg",
+        "breasts exposed/259.jpg",
+        "breasts exposed/285.jpg",
+        "breasts exposed/293.jpg",
+        "breasts exposed/322.jpg",
+        "breasts exposed/328.jpg",
+        "breasts exposed/523.jpg"
+      ],
+      "canonical_geometry": "Reviewed seated/kneeling display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera from a seated or kneeling posture, the torso and lower-body placement remain readable, and the frame preserves normal third-person display composition.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 52,
+      "key": "normal_standing_from_front_side_view",
+      "family": "standing_penetration",
+      "action_family": "standing_penetration",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fuck from front standing - side view"
+      ],
+      "reference_images": [
+        "fuck from front standing - side view/0001.jpg",
+        "fuck from front standing - side view/252.jpg",
+        "fuck from front standing - side view/73.jpg"
+      ],
+      "canonical_geometry": "Standing from-front side-profile normal-camera view with the upright body line readable.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 53,
+      "key": "normal_standing_suspended_side_view",
+      "family": "standing_penetration",
+      "action_family": "standing_penetration",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "fuck standing - woman suspended - side view"
+      ],
+      "reference_images": [
+        "fuck standing - woman suspended - side view/0005.jpg",
+        "fuck standing - woman suspended - side view/0015.jpg",
+        "fuck standing - woman suspended - side view/611.jpg"
+      ],
+      "canonical_geometry": "Suspended standing side-profile normal-camera view where lift posture is part of the cue.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 54,
+      "key": "normal_couple_kissing_upright_side_profile",
+      "family": "couple",
+      "action_family": "couple",
+      "camera_view": "side_view",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "couple kissing"
+      ],
+      "reference_images": [
+        "couple kissing/0001_2.jpg",
+        "couple kissing/0003.jpg",
+        "couple kissing/0005_2.jpg",
+        "couple kissing/16.jpg",
+        "couple kissing/159.jpg",
+        "couple kissing/247.jpg",
+        "couple kissing/247_2.jpg",
+        "couple kissing/253.jpg",
+        "couple kissing/253_2.jpg",
+        "couple kissing/322.jpg",
+        "couple kissing/354.jpg",
+        "couple kissing/379.jpg"
+      ],
+      "canonical_geometry": "Reviewed couple-kissing upright side-profile normal-camera subset from the mixed source pool: two subjects face each other laterally, the kissing contact is centered between their faces, and both bodies remain visible enough to preserve third-person camera geometry.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    },
+    {
+      "priority_rank": 55,
+      "key": "normal_piledriver_high_front_down_view",
+      "family": "piledriver_or_pretzel",
+      "action_family": "piledriver_or_pretzel",
+      "camera_view": "top_down_or_high_angle",
+      "status": "pre_ab_candidate",
+      "atlas_folders": [
+        "piledriver"
+      ],
+      "reference_images": [
+        "piledriver/0002.jpg",
+        "piledriver/0004_2.jpg",
+        "piledriver/0005.jpg",
+        "piledriver/0006_2.jpg",
+        "piledriver/0009.jpg",
+        "piledriver/0009_2.jpg",
+        "piledriver/0012.jpg",
+        "piledriver/0013.jpg",
+        "piledriver/282.jpg",
+        "piledriver/317.jpg",
+        "piledriver/317_2.jpg",
+        "piledriver/318.jpg",
+        "piledriver/319.jpg",
+        "piledriver/494_2.jpg",
+        "piledriver/538.jpg"
+      ],
+      "canonical_geometry": "Selected piledriver high front-down normal-camera view where the folded body stays readable below the partner from a high third-person camera.",
+      "acceptance_gates": [
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match"
+      ],
+      "priority_reason": "Catalog status is pre_ab_candidate with representative references; catalog order is preserved until fixed-seed evidence exists.",
+      "generator_hook_notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/normal_camera_prompt_cue_batch.json b/ab_batches/normal_camera/normal_camera_prompt_cue_batch.json
new file mode 100644
index 0000000..cfe4d3e
--- /dev/null
+++ b/ab_batches/normal_camera/normal_camera_prompt_cue_batch.json
@@ -0,0 +1,3129 @@
+{
+  "schema": "sxcp_normal_camera_prompt_cue_batch_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "selection": "pre_ab_candidate variants in catalog order",
+  "items": [
+    {
+      "batch_rank": 1,
+      "variant_key": "normal_doggy_all_fours_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "doggy on all four - side view"
+      ],
+      "reference_images": [
+        "doggy on all four - side view/0020.jpg",
+        "doggy on all four - side view/192.jpg",
+        "doggy on all four - side view/2.jpg",
+        "doggy on all four - side view/204.jpg",
+        "doggy on all four - side view/254.jpg",
+        "doggy on all four - side view/254_2.jpg",
+        "doggy on all four - side view/254_3.jpg",
+        "doggy on all four - side view/271.jpg",
+        "doggy on all four - side view/271_2.jpg",
+        "doggy on all four - side view/362.jpg",
+        "doggy on all four - side view/495.jpg",
+        "doggy on all four - side view/556.jpg",
+        "doggy on all four - side view/86.jpg",
+        "doggy on all four - side view/99.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected doggy all-fours side view: the woman is low or on all fours and the camera remains lateral enough for the body axis and rear-entry contact line to read across the frame.",
+      "source_prompt_cues": [
+        "reviewed doggy all-fours side-profile normal camera view",
+        "woman on all fours or low forward in profile",
+        "body axis runs horizontally across the frame",
+        "rear-entry contact line visible from the side"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "standing from-behind wording",
+        "seated or couch posture wording",
+        "front-facing or overhead camera wording"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed doggy all-fours side-profile normal camera view",
+        "body axis runs horizontally across the frame",
+        "rear-entry contact line visible from the side"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "woman on all fours or low forward in profile",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed doggy all-fours side-profile normal camera view. body axis runs horizontally across the frame. rear-entry contact line visible from the side.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 2,
+      "variant_key": "normal_doggy_generic_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "doggy - side view"
+      ],
+      "reference_images": [
+        "doggy - side view/0014.jpg",
+        "doggy - side view/276.jpg",
+        "doggy - side view/541.jpg"
+      ],
+      "canonical_geometry": "Normal third-person generic doggy side view: the source folder is kept separate from all-fours and explicit from-behind side folders, with the camera lateral and the action axis readable across the frame.",
+      "source_prompt_cues": [
+        "generic doggy side-profile normal camera view",
+        "camera beside the couple",
+        "body axis runs horizontally across the frame",
+        "lateral contact line stays visible"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "all-fours-only wording",
+        "standing from-behind wording",
+        "front-facing or overhead camera wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "generic doggy side-profile normal camera view",
+        "camera beside the couple",
+        "body axis runs horizontally across the frame",
+        "lateral contact line stays visible"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "generic doggy side-profile normal camera view. camera beside the couple. body axis runs horizontally across the frame. lateral contact line stays visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 3,
+      "variant_key": "normal_doggy_standing_from_behind_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - side view/0013.jpg",
+        "fuck from behind standing - side view/0019.jpg",
+        "fuck from behind standing - side view/0020.jpg",
+        "fuck from behind standing - side view/162.jpg",
+        "fuck from behind standing - side view/162_2.jpg",
+        "fuck from behind standing - side view/509.jpg",
+        "fuck from behind standing - side view/9.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing from-behind side view: upright posture is visible and the camera is lateral or rear-lateral rather than front portrait framing.",
+      "source_prompt_cues": [
+        "reviewed standing from-behind side-profile normal camera view",
+        "upright body line visible",
+        "camera beside or slightly behind the action",
+        "rear-entry side relation readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "all-fours wording",
+        "reclined posture wording",
+        "front-facing portrait framing"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed standing from-behind side-profile normal camera view",
+        "upright body line visible",
+        "rear-entry side relation readable"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "camera beside or slightly behind the action",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed standing from-behind side-profile normal camera view. upright body line visible. rear-entry side relation readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 4,
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - woman backside - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - woman backside - side view/0010.jpg",
+        "fuck from behind standing - woman backside - side view/0012.jpg",
+        "fuck from behind standing - woman backside - side view/186.jpg",
+        "fuck from behind standing - woman backside - side view/186_2.jpg",
+        "fuck from behind standing - woman backside - side view/196.jpg",
+        "fuck from behind standing - woman backside - side view/257.jpg",
+        "fuck from behind standing - woman backside - side view/286.jpg",
+        "fuck from behind standing - woman backside - side view/288.jpg",
+        "fuck from behind standing - woman backside - side view/343.jpg",
+        "fuck from behind standing - woman backside - side view/343_2.jpg",
+        "fuck from behind standing - woman backside - side view/343_3.jpg",
+        "fuck from behind standing - woman backside - side view/345.jpg",
+        "fuck from behind standing - woman backside - side view/345_2.jpg",
+        "fuck from behind standing - woman backside - side view/542.jpg",
+        "fuck from behind standing - woman backside - side view/68.jpg",
+        "fuck from behind standing - woman backside - side view/68_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing backside side view: backside/hip orientation dominates and the camera is side or rear-lateral.",
+      "source_prompt_cues": [
+        "reviewed standing backside side-profile normal camera view",
+        "woman backside and hips readable in profile",
+        "camera beside or rear-lateral to the action",
+        "standing posture remains visible"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "all-fours wording",
+        "generic standing wording that loses backside orientation",
+        "front-facing portrait framing"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed standing backside side-profile normal camera view",
+        "woman backside and hips readable in profile",
+        "standing posture remains visible"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "camera beside or rear-lateral to the action",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed standing backside side-profile normal camera view. woman backside and hips readable in profile. standing posture remains visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 5,
+      "variant_key": "normal_doggy_all_fours_back_three_quarter",
+      "family": "doggy",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "doggy on all four - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "doggy on all four - back view - 3-4 angle/0002.jpg",
+        "doggy on all four - back view - 3-4 angle/0003.jpg",
+        "doggy on all four - back view - 3-4 angle/0013.jpg",
+        "doggy on all four - back view - 3-4 angle/0014.jpg",
+        "doggy on all four - back view - 3-4 angle/0019.jpg",
+        "doggy on all four - back view - 3-4 angle/0020.jpg",
+        "doggy on all four - back view - 3-4 angle/206.jpg",
+        "doggy on all four - back view - 3-4 angle/267.jpg",
+        "doggy on all four - back view - 3-4 angle/302.jpg",
+        "doggy on all four - back view - 3-4 angle/327.jpg",
+        "doggy on all four - back view - 3-4 angle/550_2.jpg",
+        "doggy on all four - back view - 3-4 angle/608_2.jpg",
+        "doggy on all four - back view - 3-4 angle/611.jpg",
+        "doggy on all four - back view - 3-4 angle/70.jpg",
+        "doggy on all four - back view - 3-4 angle/97.jpg"
+      ],
+      "canonical_geometry": "Doggy all-fours rear three-quarter normal-camera view with the camera offset behind the action.",
+      "source_prompt_cues": [
+        "doggy all-fours rear three-quarter normal camera view",
+        "camera offset behind the action",
+        "back and hips closest to camera",
+        "torso and partner context visible"
+      ],
+      "review_only_avoid_cues": [
+        "pure side-profile wording",
+        "front-facing camera wording",
+        "standing from-behind wording",
+        "POV viewer-body foreground cues"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "doggy all-fours rear three-quarter normal camera view",
+        "camera offset behind the action",
+        "back and hips closest to camera",
+        "torso and partner context visible"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "doggy all-fours rear three-quarter normal camera view. camera offset behind the action. back and hips closest to camera. torso and partner context visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 6,
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "family": "doggy",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "doggy - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "doggy - back view - 3-4 angle/0002.jpg",
+        "doggy - back view - 3-4 angle/0002_2.jpg",
+        "doggy - back view - 3-4 angle/0008_2.jpg",
+        "doggy - back view - 3-4 angle/0013.jpg",
+        "doggy - back view - 3-4 angle/0015.jpg",
+        "doggy - back view - 3-4 angle/0017.jpg",
+        "doggy - back view - 3-4 angle/0021.jpg",
+        "doggy - back view - 3-4 angle/132.jpg",
+        "doggy - back view - 3-4 angle/145.jpg",
+        "doggy - back view - 3-4 angle/183.jpg",
+        "doggy - back view - 3-4 angle/185.jpg",
+        "doggy - back view - 3-4 angle/227.jpg",
+        "doggy - back view - 3-4 angle/39.jpg",
+        "doggy - back view - 3-4 angle/41.jpg",
+        "doggy - back view - 3-4 angle/77.jpg"
+      ],
+      "canonical_geometry": "Generic doggy rear three-quarter normal-camera view, separate from all-fours and laying from-behind source folders.",
+      "source_prompt_cues": [
+        "generic doggy rear three-quarter normal camera view",
+        "camera offset behind the action",
+        "back and hips readable",
+        "third-person partner context visible"
+      ],
+      "review_only_avoid_cues": [
+        "pure side-profile wording",
+        "front-facing camera wording",
+        "all-fours-only wording",
+        "POV viewer-body foreground cues"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "generic doggy rear three-quarter normal camera view",
+        "camera offset behind the action",
+        "back and hips readable",
+        "third-person partner context visible"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "generic doggy rear three-quarter normal camera view. camera offset behind the action. back and hips readable. third-person partner context visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 7,
+      "variant_key": "normal_doggy_laying_from_behind_front_three_quarter",
+      "family": "doggy",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "fuck from behind laying - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "fuck from behind laying - back view - 3-4 angle/0002.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0004.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0004_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0006.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0009.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0009_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0011.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0013.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0014.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0015.jpg",
+        "fuck from behind laying - back view - 3-4 angle/0016.jpg",
+        "fuck from behind laying - back view - 3-4 angle/377.jpg",
+        "fuck from behind laying - back view - 3-4 angle/379.jpg",
+        "fuck from behind laying - back view - 3-4 angle/537.jpg",
+        "fuck from behind laying - back view - 3-4 angle/560.jpg",
+        "fuck from behind laying - back view - 3-4 angle/590.jpg",
+        "fuck from behind laying - back view - 3-4 angle/591.jpg",
+        "fuck from behind laying - back view - 3-4 angle/591_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/595.jpg",
+        "fuck from behind laying - back view - 3-4 angle/606.jpg",
+        "fuck from behind laying - back view - 3-4 angle/615.jpg",
+        "fuck from behind laying - back view - 3-4 angle/615_2.jpg",
+        "fuck from behind laying - back view - 3-4 angle/624.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected laying from-behind front three-quarter view: reclined body layout is visible, the camera is normal third-person and front-offset more than rear 3/4.",
+      "source_prompt_cues": [
+        "reviewed laying from-behind front three-quarter normal camera view",
+        "reclined body line visible",
+        "front-offset contact plane readable",
+        "normal third-person framing"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "standing posture wording",
+        "strict rear three-quarter wording",
+        "pure side-profile wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed laying from-behind front three-quarter normal camera view",
+        "reclined body line visible",
+        "front-offset contact plane readable",
+        "normal third-person framing"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed laying from-behind front three-quarter normal camera view. reclined body line visible. front-offset contact plane readable. normal third-person framing.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 8,
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "family": "doggy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "doggy all four - front view"
+      ],
+      "reference_images": [
+        "doggy all four - front view/0016.jpg",
+        "doggy all four - front view/48.jpg",
+        "doggy all four - front view/58.jpg",
+        "doggy all four - front view/64.jpg",
+        "doggy all four - front view/69.jpg",
+        "doggy all four - front view/77.jpg",
+        "doggy all four - front view/83.jpg",
+        "doggy all four - front view/97.jpg",
+        "doggy all four - front view/171.jpg",
+        "doggy all four - front view/197.jpg",
+        "doggy all four - front view/204.jpg",
+        "doggy all four - front view/221.jpg",
+        "doggy all four - front view/290.jpg",
+        "doggy all four - front view/596.jpg",
+        "doggy all four - front view/598.jpg"
+      ],
+      "canonical_geometry": "Doggy all-fours front normal-camera view where the front subject plane faces the camera while the partner remains behind.",
+      "source_prompt_cues": [
+        "doggy all-fours front normal camera view",
+        "woman on all fours facing the camera",
+        "face and forearms visible in front",
+        "partner remains behind rather than becoming the viewpoint"
+      ],
+      "review_only_avoid_cues": [
+        "POV wording",
+        "rear-view wording as primary camera",
+        "generic doggy front wording that loses all-fours posture",
+        "cropping the face out"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "doggy all-fours front normal camera view",
+        "woman on all fours facing the camera",
+        "face and forearms visible in front"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "partner remains behind rather than becoming the viewpoint",
+          "issues": [
+            "contrast_wording"
+          ]
+        }
+      ],
+      "prompt_text": "doggy all-fours front normal camera view. woman on all fours facing the camera. face and forearms visible in front.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 9,
+      "variant_key": "normal_doggy_generic_front_view",
+      "family": "doggy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "doggy - front view",
+        "doggy - front view "
+      ],
+      "reference_images": [
+        "doggy - front view/11.jpg",
+        "doggy - front view/5.jpg",
+        "doggy - front view/6.jpg",
+        "doggy - front view /0003.jpg",
+        "doggy - front view /253.jpg",
+        "doggy - front view /262.jpg",
+        "doggy - front view /349.jpg",
+        "doggy - front view /354.jpg",
+        "doggy - front view /41.jpg",
+        "doggy - front view /49.jpg",
+        "doggy - front view /505.jpg",
+        "doggy - front view /537.jpg",
+        "doggy - front view /541.jpg",
+        "doggy - front view /567.jpg",
+        "doggy - front view /627.jpg"
+      ],
+      "canonical_geometry": "Generic doggy front normal-camera view from the duplicate front-view source folders.",
+      "source_prompt_cues": [
+        "generic doggy front normal camera view",
+        "front subject plane faces the camera",
+        "face and forearms readable",
+        "partner remains behind in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV wording",
+        "rear-view wording as primary camera",
+        "all-fours-only wording unless the selected sample supports it",
+        "cropping the face out"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "generic doggy front normal camera view",
+        "front subject plane faces the camera",
+        "face and forearms readable",
+        "partner remains behind in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "generic doggy front normal camera view. front subject plane faces the camera. face and forearms readable. partner remains behind in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 10,
+      "variant_key": "normal_doggy_under_view_low_camera",
+      "family": "doggy",
+      "camera_view": "under_view",
+      "atlas_folders": [
+        "doggy - underview"
+      ],
+      "reference_images": [
+        "doggy - underview/0001.jpg",
+        "doggy - underview/0008.jpg",
+        "doggy - underview/614.jpg"
+      ],
+      "canonical_geometry": "Extreme low under-view doggy camera: the camera is below the hips or leg line, looking upward through or under the pose so underside body geometry dominates the frame.",
+      "source_prompt_cues": [
+        "under-view normal camera angle",
+        "camera below the hips or legs",
+        "low camera looking upward through the pose",
+        "underside body geometry visible"
+      ],
+      "review_only_avoid_cues": [
+        "overhead wording",
+        "eye-level side profile wording",
+        "first-person viewer-body cues"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "under-view normal camera angle",
+        "low camera looking upward through the pose",
+        "underside body geometry visible"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "camera below the hips or legs",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "under-view normal camera angle. low camera looking upward through the pose. underside body geometry visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 11,
+      "variant_key": "normal_cowgirl_side_profile",
+      "family": "cowgirl",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "cowgirl - side view"
+      ],
+      "reference_images": [
+        "cowgirl - side view/0003.jpg",
+        "cowgirl - side view/0004_2.jpg",
+        "cowgirl - side view/0005.jpg",
+        "cowgirl - side view/0007.jpg",
+        "cowgirl - side view/0009.jpg",
+        "cowgirl - side view/0011.jpg",
+        "cowgirl - side view/0015.jpg",
+        "cowgirl - side view/118.jpg",
+        "cowgirl - side view/195.jpg",
+        "cowgirl - side view/2.jpg",
+        "cowgirl - side view/200.jpg",
+        "cowgirl - side view/255.jpg",
+        "cowgirl - side view/280.jpg",
+        "cowgirl - side view/86.jpg",
+        "cowgirl - side view/86_2.jpg"
+      ],
+      "canonical_geometry": "Side-profile cowgirl view: woman sits or rises on top of the reclined partner, both bodies are seen from the side, and the vertical straddle relation remains readable without first-person framing.",
+      "source_prompt_cues": [
+        "cowgirl side-profile normal camera view",
+        "woman on top seen from the side",
+        "reclined partner visible beneath her",
+        "vertical straddle relation readable in profile"
+      ],
+      "review_only_avoid_cues": [
+        "POV reclined-viewer wording",
+        "front-facing portrait framing",
+        "rear-view reverse cowgirl wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "cowgirl side-profile normal camera view",
+        "woman on top seen from the side",
+        "reclined partner visible beneath her",
+        "vertical straddle relation readable in profile"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "cowgirl side-profile normal camera view. woman on top seen from the side. reclined partner visible beneath her. vertical straddle relation readable in profile.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 12,
+      "variant_key": "normal_cowgirl_full_body_front_view",
+      "family": "cowgirl",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "cowgirl full man body - front view"
+      ],
+      "reference_images": [
+        "cowgirl full man body - front view/0005.jpg",
+        "cowgirl full man body - front view/303.jpg",
+        "cowgirl full man body - front view/99.jpg"
+      ],
+      "canonical_geometry": "Cowgirl front normal-camera view with the partner body visible beneath the woman.",
+      "source_prompt_cues": [
+        "cowgirl full-body front normal camera view",
+        "woman faces the camera while on top",
+        "partner body visible beneath her",
+        "front torso and hips readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV recline framing",
+        "reverse-cowgirl back-facing wording",
+        "tight crop that loses partner placement",
+        "front three-quarter wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "cowgirl full-body front normal camera view",
+        "woman faces the camera while on top",
+        "partner body visible beneath her",
+        "front torso and hips readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "cowgirl full-body front normal camera view. woman faces the camera while on top. partner body visible beneath her. front torso and hips readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 13,
+      "variant_key": "normal_cowgirl_front_three_quarter",
+      "family": "cowgirl",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "cowgirl - front view - 3-4 angle"
+      ],
+      "reference_images": [
+        "cowgirl - front view - 3-4 angle/588.jpg",
+        "cowgirl - front view - 3-4 angle/62_2.jpg",
+        "cowgirl - front view - 3-4 angle/70.jpg"
+      ],
+      "canonical_geometry": "Cowgirl front three-quarter normal-camera view with the front contact plane readable from an offset camera.",
+      "source_prompt_cues": [
+        "cowgirl front three-quarter normal camera view",
+        "woman on top seen from a front-offset angle",
+        "body depth remains visible",
+        "partner placement readable beneath her"
+      ],
+      "review_only_avoid_cues": [
+        "POV recline framing",
+        "reverse-cowgirl back-facing wording",
+        "pure front-view wording",
+        "tight crop that loses partner placement"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "cowgirl front three-quarter normal camera view",
+        "woman on top seen from a front-offset angle",
+        "body depth remains visible",
+        "partner placement readable beneath her"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "cowgirl front three-quarter normal camera view. woman on top seen from a front-offset angle. body depth remains visible. partner placement readable beneath her.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 14,
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "family": "cowgirl",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "cowgirl - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "cowgirl - back view - 3-4 angle/0002.jpg",
+        "cowgirl - back view - 3-4 angle/0003_4.jpg",
+        "cowgirl - back view - 3-4 angle/0006.jpg",
+        "cowgirl - back view - 3-4 angle/0008_2.jpg",
+        "cowgirl - back view - 3-4 angle/16.jpg",
+        "cowgirl - back view - 3-4 angle/22.jpg",
+        "cowgirl - back view - 3-4 angle/41.jpg",
+        "cowgirl - back view - 3-4 angle/82.jpg",
+        "cowgirl - back view - 3-4 angle/90.jpg",
+        "cowgirl - back view - 3-4 angle/145.jpg",
+        "cowgirl - back view - 3-4 angle/160.jpg",
+        "cowgirl - back view - 3-4 angle/172.jpg",
+        "cowgirl - back view - 3-4 angle/225.jpg",
+        "cowgirl - back view - 3-4 angle/241_2.jpg",
+        "cowgirl - back view - 3-4 angle/248.jpg"
+      ],
+      "canonical_geometry": "Rear three-quarter cowgirl view: camera sits behind or behind-offset from the woman on top, with her back, hips, and legs closest while the reclined partner remains visible beneath or ahead of her.",
+      "source_prompt_cues": [
+        "rear three-quarter cowgirl normal camera view",
+        "woman on top seen from behind",
+        "back and hips closest to camera",
+        "reclined partner still visible beneath her"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing cowgirl wording",
+        "pure side profile wording",
+        "POV foreground body cues"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "rear three-quarter cowgirl normal camera view",
+        "woman on top seen from behind",
+        "back and hips closest to camera",
+        "reclined partner still visible beneath her"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "rear three-quarter cowgirl normal camera view. woman on top seen from behind. back and hips closest to camera. reclined partner still visible beneath her.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 15,
+      "variant_key": "normal_reverse_cowgirl_back_view",
+      "family": "reverse_cowgirl",
+      "camera_view": "back_view",
+      "atlas_folders": [
+        "reverse cowgirl - back view"
+      ],
+      "reference_images": [
+        "reverse cowgirl - back view/267.jpg",
+        "reverse cowgirl - back view/64.jpg",
+        "reverse cowgirl - back view/80.jpg"
+      ],
+      "canonical_geometry": "Reverse-cowgirl rear normal-camera view where the woman faces away and the back-facing orientation dominates.",
+      "source_prompt_cues": [
+        "reverse cowgirl rear normal camera view",
+        "woman faces away from camera",
+        "back and hips dominate the frame",
+        "partner visible below her in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "front-facing cowgirl wording",
+        "rear three-quarter wording unless selected sample supports it",
+        "losing the back-facing orientation"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reverse cowgirl rear normal camera view",
+        "woman faces away from camera",
+        "back and hips dominate the frame",
+        "partner visible below her in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reverse cowgirl rear normal camera view. woman faces away from camera. back and hips dominate the frame. partner visible below her in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 16,
+      "variant_key": "normal_reverse_cowgirl_back_three_quarter",
+      "family": "reverse_cowgirl",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "reverse cowgirl - backview - 3-4 angle"
+      ],
+      "reference_images": [
+        "reverse cowgirl - backview - 3-4 angle/207.jpg",
+        "reverse cowgirl - backview - 3-4 angle/280_2.jpg",
+        "reverse cowgirl - backview - 3-4 angle/99.jpg"
+      ],
+      "canonical_geometry": "Reverse-cowgirl rear three-quarter normal-camera view from an offset back camera.",
+      "source_prompt_cues": [
+        "reverse cowgirl rear three-quarter normal camera view",
+        "woman faces away from camera",
+        "camera offset behind her",
+        "partner visible below in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "front-facing cowgirl wording",
+        "pure back-view wording",
+        "losing the back-facing orientation"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reverse cowgirl rear three-quarter normal camera view",
+        "woman faces away from camera",
+        "camera offset behind her",
+        "partner visible below in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reverse cowgirl rear three-quarter normal camera view. woman faces away from camera. camera offset behind her. partner visible below in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 17,
+      "variant_key": "normal_reverse_cowgirl_side_profile",
+      "family": "reverse_cowgirl",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "reverse cowgirl - side view"
+      ],
+      "reference_images": [
+        "reverse cowgirl - side view/0004.jpg",
+        "reverse cowgirl - side view/596.jpg",
+        "reverse cowgirl - side view/606_3.jpg"
+      ],
+      "canonical_geometry": "Side-profile reverse cowgirl view: woman is on top facing away from the partner, both bodies are seen laterally, and the back-facing orientation stays readable through hip, back, and leg placement.",
+      "source_prompt_cues": [
+        "reverse cowgirl side-profile normal camera view",
+        "woman on top facing away",
+        "lateral body axis across frame",
+        "back-facing orientation visible from the side"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing cowgirl wording",
+        "POV wording",
+        "overhead camera wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reverse cowgirl side-profile normal camera view",
+        "woman on top facing away",
+        "lateral body axis across frame",
+        "back-facing orientation visible from the side"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reverse cowgirl side-profile normal camera view. woman on top facing away. lateral body axis across frame. back-facing orientation visible from the side.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 18,
+      "variant_key": "normal_reverse_cowgirl_front_view",
+      "family": "reverse_cowgirl",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0001.jpg",
+        "reverse cowgirl/0004.jpg",
+        "reverse cowgirl/0005_4.jpg",
+        "reverse cowgirl/0014.jpg",
+        "reverse cowgirl/79.jpg",
+        "reverse cowgirl/82.jpg",
+        "reverse cowgirl/145.jpg",
+        "reverse cowgirl/260.jpg",
+        "reverse cowgirl/288.jpg",
+        "reverse cowgirl/319.jpg",
+        "reverse cowgirl/527.jpg",
+        "reverse cowgirl/608.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the contact plane reads frontally, and the reclined partner remains visible below her in third person.",
+      "source_prompt_cues": [
+        "reviewed reverse cowgirl front-view normal camera",
+        "woman on top faces the camera",
+        "front contact plane centered between her legs",
+        "reclined partner visible below her in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "rear or back-view reverse-cowgirl wording",
+        "side-profile reverse-cowgirl wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed reverse cowgirl front-view normal camera",
+        "woman on top faces the camera",
+        "front contact plane centered between her legs",
+        "reclined partner visible below her in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed reverse cowgirl front-view normal camera. woman on top faces the camera. front contact plane centered between her legs. reclined partner visible below her in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 19,
+      "variant_key": "normal_reverse_cowgirl_front_three_quarter",
+      "family": "reverse_cowgirl",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/153.jpg",
+        "reverse cowgirl/153_2.jpg",
+        "reverse cowgirl/239_2.jpg",
+        "reverse cowgirl/239_3.jpg",
+        "reverse cowgirl/241.jpg",
+        "reverse cowgirl/241_2.jpg",
+        "reverse cowgirl/241_3.jpg",
+        "reverse cowgirl/257.jpg",
+        "reverse cowgirl/287.jpg",
+        "reverse cowgirl/323_2.jpg",
+        "reverse cowgirl/609.jpg",
+        "reverse cowgirl/609_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl front three-quarter normal-camera subset from the large mixed source pool: the woman is on top turned partly toward the camera, the contact plane reads from a front-offset angle, and the reclined partner remains visible below or behind her in third person.",
+      "source_prompt_cues": [
+        "reviewed reverse cowgirl front three-quarter normal camera",
+        "woman on top turns partly toward the camera",
+        "front-offset contact plane remains readable",
+        "reclined partner visible below her from a three-quarter angle"
+      ],
+      "review_only_avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "pure front-view reverse-cowgirl wording",
+        "rear or side-profile reverse-cowgirl wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed reverse cowgirl front three-quarter normal camera",
+        "woman on top turns partly toward the camera",
+        "front-offset contact plane remains readable",
+        "reclined partner visible below her from a three-quarter angle"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed reverse cowgirl front three-quarter normal camera. woman on top turns partly toward the camera. front-offset contact plane remains readable. reclined partner visible below her from a three-quarter angle.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 20,
+      "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+      "family": "reverse_cowgirl",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0009.jpg",
+        "reverse cowgirl/0009_2.jpg",
+        "reverse cowgirl/0009_3.jpg",
+        "reverse cowgirl/0015.jpg",
+        "reverse cowgirl/0015_2.jpg",
+        "reverse cowgirl/0016_2.jpg",
+        "reverse cowgirl/170.jpg",
+        "reverse cowgirl/261.jpg",
+        "reverse cowgirl/332.jpg",
+        "reverse cowgirl/332_2.jpg",
+        "reverse cowgirl/551.jpg",
+        "reverse cowgirl/618.jpg"
+      ],
+      "canonical_geometry": "Reviewed reverse-cowgirl low-close front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the foreground contact plane dominates the lower frame, and the subject remains visible above it in third-person framing.",
+      "source_prompt_cues": [
+        "reviewed reverse cowgirl low-close front-view normal camera",
+        "woman on top faces the camera",
+        "foreground contact plane dominates the lower frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "review_only_avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "wider room-context front-view wording",
+        "front three-quarter reverse-cowgirl wording",
+        "rear or side-profile reverse-cowgirl wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed reverse cowgirl low-close front-view normal camera",
+        "woman on top faces the camera",
+        "foreground contact plane dominates the lower frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed reverse cowgirl low-close front-view normal camera. woman on top faces the camera. foreground contact plane dominates the lower frame. subject remains visible above the foreground plane.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 21,
+      "variant_key": "normal_reverse_congress_front_view",
+      "family": "reverse_congress",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "reverse congress - front view"
+      ],
+      "reference_images": [
+        "reverse congress - front view/0012.jpg",
+        "reverse congress - front view/0012_2.jpg",
+        "reverse congress - front view/0013.jpg",
+        "reverse congress - front view/61.jpg",
+        "reverse congress - front view/105.jpg",
+        "reverse congress - front view/105_2.jpg",
+        "reverse congress - front view/122.jpg",
+        "reverse congress - front view/183.jpg",
+        "reverse congress - front view/189.jpg",
+        "reverse congress - front view/289.jpg",
+        "reverse congress - front view/289_2.jpg",
+        "reverse congress - front view/291.jpg",
+        "reverse congress - front view/542.jpg",
+        "reverse congress - front view/542_2.jpg",
+        "reverse congress - front view/563_2.jpg"
+      ],
+      "canonical_geometry": "Front-facing reverse-congress normal camera: the seated or folded position faces camera, with both bodies stacked or framed vertically and the contact plane visible from the front.",
+      "source_prompt_cues": [
+        "reverse-congress front normal camera view",
+        "stacked bodies face the camera",
+        "folded seated geometry readable",
+        "contact plane visible from the front"
+      ],
+      "review_only_avoid_cues": [
+        "POV wording",
+        "side-profile wording",
+        "generic sitting pose without stacked-body geometry"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reverse-congress front normal camera view",
+        "stacked bodies face the camera",
+        "folded seated geometry readable",
+        "contact plane visible from the front"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reverse-congress front normal camera view. stacked bodies face the camera. folded seated geometry readable. contact plane visible from the front.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 22,
+      "variant_key": "normal_missionary_side_profile",
+      "family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "missionary - side view"
+      ],
+      "reference_images": [
+        "missionary - side view/0003.jpg",
+        "missionary - side view/0013.jpg",
+        "missionary - side view/0014.jpg",
+        "missionary - side view/509.jpg",
+        "missionary - side view/521.jpg",
+        "missionary - side view/533.jpg",
+        "missionary - side view/534.jpg",
+        "missionary - side view/593.jpg",
+        "missionary - side view/596.jpg",
+        "missionary - side view/596_2.jpg",
+        "missionary - side view/602.jpg",
+        "missionary - side view/613.jpg",
+        "missionary - side view/627.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected missionary side-profile normal-camera view with stacked body geometry readable from the side.",
+      "source_prompt_cues": [
+        "reviewed missionary side-profile normal camera view",
+        "reclined partner beneath",
+        "top partner above in profile",
+        "stacked body line visible from the side"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing bed portrait wording",
+        "overhead wording",
+        "POV body foreground cues",
+        "mating-press wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed missionary side-profile normal camera view",
+        "reclined partner beneath",
+        "top partner above in profile",
+        "stacked body line visible from the side"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed missionary side-profile normal camera view. reclined partner beneath. top partner above in profile. stacked body line visible from the side.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 23,
+      "variant_key": "normal_missionary_side_profile_full_visibility",
+      "family": "missionary",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "missionary - side view - full penis"
+      ],
+      "reference_images": [
+        "missionary - side view - full penis/0002.jpg",
+        "missionary - side view - full penis/0002_2.jpg",
+        "missionary - side view - full penis/0021.jpg",
+        "missionary - side view - full penis/550.jpg",
+        "missionary - side view - full penis/69_2.jpg",
+        "missionary - side view - full penis/74.jpg",
+        "missionary - side view - full penis/97.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected missionary side-profile normal-camera view emphasizing unobscured side contact visibility.",
+      "source_prompt_cues": [
+        "reviewed missionary side-profile normal camera view with full contact visibility",
+        "reclined partner beneath",
+        "top partner above in profile",
+        "side contact line unobscured"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing bed portrait wording",
+        "overhead wording",
+        "POV body foreground cues",
+        "mating-press wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed missionary side-profile normal camera view with full contact visibility",
+        "reclined partner beneath",
+        "top partner above in profile",
+        "side contact line unobscured"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed missionary side-profile normal camera view with full contact visibility. reclined partner beneath. top partner above in profile. side contact line unobscured.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 24,
+      "variant_key": "normal_missionary_front_view",
+      "family": "missionary",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "missionary - front view"
+      ],
+      "reference_images": [
+        "missionary - front view/0011.jpg",
+        "missionary - front view/567.jpg",
+        "missionary - front view/72.jpg"
+      ],
+      "canonical_geometry": "Missionary front normal-camera view where the reclined partner faces the camera and the top partner remains visible.",
+      "source_prompt_cues": [
+        "missionary front normal camera view",
+        "reclined partner faces the camera",
+        "top partner visible above or between the legs",
+        "front contact plane readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV missionary wording",
+        "pure side-profile wording",
+        "front three-quarter wording unless selected sample supports it",
+        "cropping away the top partner"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "missionary front normal camera view",
+        "reclined partner faces the camera",
+        "front contact plane readable"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "top partner visible above or between the legs",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "missionary front normal camera view. reclined partner faces the camera. front contact plane readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 25,
+      "variant_key": "normal_anal_random_front_view",
+      "family": "anal",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "reference_images": [
+        "anal random/0005.jpg",
+        "anal random/0006.jpg",
+        "anal random/0015.jpg",
+        "anal random/160_3.jpg",
+        "anal random/188.jpg",
+        "anal random/347_3.jpg",
+        "anal random/347_10.jpg",
+        "anal random/347_11.jpg",
+        "anal random/366.jpg",
+        "anal random/366_3.jpg",
+        "anal random/366_4.jpg"
+      ],
+      "canonical_geometry": "Reviewed anal front-view normal-camera subset from the large mixed source pool: the main subject faces the camera, the contact plane reads frontally, and partner context remains visible in third person.",
+      "source_prompt_cues": [
+        "reviewed anal front-view normal camera",
+        "main subject faces the camera",
+        "front contact plane centered",
+        "partner context visible in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV anal wording",
+        "side-profile anal wording",
+        "rear-view anal wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed anal front-view normal camera",
+        "main subject faces the camera",
+        "front contact plane centered",
+        "partner context visible in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed anal front-view normal camera. main subject faces the camera. front contact plane centered. partner context visible in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 26,
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "family": "anal",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "reference_images": [
+        "anal random/0003.jpg",
+        "anal random/0003_3.jpg",
+        "anal random/0010.jpg",
+        "anal random/0013.jpg",
+        "anal random/119.jpg",
+        "anal random/119_2.jpg",
+        "anal random/119_3.jpg",
+        "anal random/124_2.jpg",
+        "anal random/124_8.jpg",
+        "anal random/347_4.jpg",
+        "anal random/347_5.jpg",
+        "anal random/347_8.jpg"
+      ],
+      "canonical_geometry": "Reviewed anal rear/side-offset normal-camera subset from the large mixed source pool: the main body turns partly away from the camera, the rear-side contact plane remains readable, and partner context stays visible in third person.",
+      "source_prompt_cues": [
+        "reviewed anal rear side-offset normal camera",
+        "main body turns partly away from the camera",
+        "rear-side contact plane remains readable",
+        "partner context visible in third person"
+      ],
+      "review_only_avoid_cues": [
+        "POV anal wording",
+        "straight front-view anal wording",
+        "standing anal wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed anal rear side-offset normal camera",
+        "main body turns partly away from the camera",
+        "rear-side contact plane remains readable",
+        "partner context visible in third person"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed anal rear side-offset normal camera. main body turns partly away from the camera. rear-side contact plane remains readable. partner context visible in third person.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 27,
+      "variant_key": "normal_blowjob_laying_front_view",
+      "family": "blowjob",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "blowjob - laying - front view"
+      ],
+      "reference_images": [
+        "blowjob - laying - front view/0001.jpg",
+        "blowjob - laying - front view/0003.jpg",
+        "blowjob - laying - front view/0004.jpg",
+        "blowjob - laying - front view/0010.jpg",
+        "blowjob - laying - front view/0010_2.jpg",
+        "blowjob - laying - front view/0018.jpg",
+        "blowjob - laying - front view/48.jpg",
+        "blowjob - laying - front view/69.jpg",
+        "blowjob - laying - front view/91.jpg",
+        "blowjob - laying - front view/94.jpg",
+        "blowjob - laying - front view/122.jpg",
+        "blowjob - laying - front view/171.jpg",
+        "blowjob - laying - front view/184.jpg",
+        "blowjob - laying - front view/274.jpg",
+        "blowjob - laying - front view/512.jpg"
+      ],
+      "canonical_geometry": "Front-facing laying blowjob normal camera: the receiving partner reclines or is partly visible while the performing partner lies or leans forward facing camera, with face, mouth contact, and body line visible from the front.",
+      "source_prompt_cues": [
+        "front-facing normal camera blowjob view",
+        "performing partner faces camera",
+        "mouth contact visible from the front",
+        "reclined partner placement readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV oral framing",
+        "side-profile wording",
+        "cropping the performer face out"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "front-facing normal camera blowjob view",
+        "performing partner faces camera",
+        "mouth contact visible from the front",
+        "reclined partner placement readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "front-facing normal camera blowjob view. performing partner faces camera. mouth contact visible from the front. reclined partner placement readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 28,
+      "variant_key": "normal_blowjob_sitting_front_view",
+      "family": "blowjob",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "blowjob - sitting - frontview"
+      ],
+      "reference_images": [
+        "blowjob - sitting - frontview/0003.jpg",
+        "blowjob - sitting - frontview/37.jpg",
+        "blowjob - sitting - frontview/81.jpg"
+      ],
+      "canonical_geometry": "Front-facing seated-context blowjob normal camera: the performing partner is upright, kneeling, or leaning near a seated/reclined partner, with face, mouth contact, and partner placement readable from the front.",
+      "source_prompt_cues": [
+        "seated-context blowjob front normal camera view",
+        "performing partner faces camera or near camera",
+        "mouth contact centered",
+        "receiving partner remains third-person visible"
+      ],
+      "review_only_avoid_cues": [
+        "POV oral wording",
+        "low-angle underside framing",
+        "side-profile-only wording"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "seated-context blowjob front normal camera view",
+        "mouth contact centered",
+        "receiving partner remains third-person visible"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "performing partner faces camera or near camera",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "seated-context blowjob front normal camera view. mouth contact centered. receiving partner remains third-person visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 29,
+      "variant_key": "normal_blowjob_laying_side_profile",
+      "family": "blowjob",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "blowjob - laying - side view"
+      ],
+      "reference_images": [
+        "blowjob - laying - side view/0013.jpg",
+        "blowjob - laying - side view/119.jpg",
+        "blowjob - laying - side view/209.jpg",
+        "blowjob - laying - side view/232.jpg",
+        "blowjob - laying - side view/244.jpg",
+        "blowjob - laying - side view/255.jpg",
+        "blowjob - laying - side view/333.jpg",
+        "blowjob - laying - side view/36.jpg",
+        "blowjob - laying - side view/364.jpg",
+        "blowjob - laying - side view/375.jpg",
+        "blowjob - laying - side view/62.jpg",
+        "blowjob - laying - side view/74.jpg",
+        "blowjob - laying - side view/85.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected laying blowjob side-profile normal-camera view: the performer leans or lies laterally, the contact line reads from the side, and the receiving partner remains third-person visible without POV foreground framing.",
+      "source_prompt_cues": [
+        "reviewed laying blowjob side-profile normal camera view",
+        "performer head and torso seen from the side",
+        "contact line visible laterally",
+        "receiving partner placement readable without POV"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing oral portrait wording",
+        "sitting or kneeling posture wording",
+        "POV viewer-thigh foreground cues",
+        "overhead oral wording"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed laying blowjob side-profile normal camera view",
+        "performer head and torso seen from the side",
+        "contact line visible laterally"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "receiving partner placement readable without POV",
+          "issues": [
+            "negative_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed laying blowjob side-profile normal camera view. performer head and torso seen from the side. contact line visible laterally.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 30,
+      "variant_key": "normal_blowjob_sitting_side_profile",
+      "family": "blowjob",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "blowjob - sitting - side view"
+      ],
+      "reference_images": [
+        "blowjob - sitting - side view/0002.jpg",
+        "blowjob - sitting - side view/241.jpg",
+        "blowjob - sitting - side view/64.jpg"
+      ],
+      "canonical_geometry": "Sitting oral-contact side-profile normal-camera view.",
+      "source_prompt_cues": [
+        "sitting side-profile normal camera oral view",
+        "performer head and torso seen from the side",
+        "contact line visible laterally",
+        "seated posture readable"
+      ],
+      "review_only_avoid_cues": [
+        "front-facing oral portrait wording",
+        "laying or kneeling posture wording",
+        "POV viewer-thigh foreground cues",
+        "overhead oral wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "sitting side-profile normal camera oral view",
+        "performer head and torso seen from the side",
+        "contact line visible laterally",
+        "seated posture readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "sitting side-profile normal camera oral view. performer head and torso seen from the side. contact line visible laterally. seated posture readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 31,
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "family": "ballsucking",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "ballsucking - standing"
+      ],
+      "reference_images": [
+        "ballsucking - standing/0014.jpg",
+        "ballsucking - standing/130.jpg",
+        "ballsucking - standing/137.jpg",
+        "ballsucking - standing/207.jpg",
+        "ballsucking - standing/222.jpg",
+        "ballsucking - standing/252.jpg",
+        "ballsucking - standing/333.jpg",
+        "ballsucking - standing/34.jpg",
+        "ballsucking - standing/540.jpg",
+        "ballsucking - standing/589.jpg",
+        "ballsucking - standing/624.jpg"
+      ],
+      "canonical_geometry": "Selected standing-partner low side or near-side normal-camera view where the receiving partner stands, the performer stays low beside or in front of the standing body, and the contact plane remains readable in third-person framing.",
+      "source_prompt_cues": [
+        "standing-partner low side normal camera view",
+        "performer stays low beside the standing partner",
+        "standing partner remains visible above the contact plane",
+        "third-person side or near-side framing keeps the bodies readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV oral wording",
+        "laying posture wording",
+        "water-close crop",
+        "using the full mixed folder as one preset"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "standing-partner low side normal camera view",
+        "performer stays low beside the standing partner",
+        "standing partner remains visible above the contact plane"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "third-person side or near-side framing keeps the bodies readable",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "standing-partner low side normal camera view. performer stays low beside the standing partner. standing partner remains visible above the contact plane.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 32,
+      "variant_key": "normal_boobjob_front_close_view",
+      "family": "boobjob",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "boobjob"
+      ],
+      "reference_images": [
+        "boobjob/0017.jpg",
+        "boobjob/0018_2.jpg",
+        "boobjob/141.jpg",
+        "boobjob/186.jpg",
+        "boobjob/218.jpg",
+        "boobjob/259.jpg",
+        "boobjob/327.jpg",
+        "boobjob/588.jpg",
+        "boobjob/592.jpg",
+        "boobjob/598.jpg",
+        "boobjob/615.jpg",
+        "boobjob/618.jpg"
+      ],
+      "canonical_geometry": "Selected front-close boobjob normal-camera view where the performer faces camera or near-camera, upper body and face remain readable, and the contact action stays centered without becoming POV.",
+      "source_prompt_cues": [
+        "boobjob front-close normal camera view",
+        "front-facing upper body and face remain readable",
+        "breast-contact action stays centered in the frame",
+        "third-person close camera without POV wording"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground body cues",
+        "side-profile boobjob wording",
+        "standing-only framing",
+        "using the full mixed folder as one locked camera preset"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "boobjob front-close normal camera view",
+        "front-facing upper body and face remain readable",
+        "breast-contact action stays centered in the frame"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "third-person close camera without POV wording",
+          "issues": [
+            "negative_word"
+          ]
+        }
+      ],
+      "prompt_text": "boobjob front-close normal camera view. front-facing upper body and face remain readable. breast-contact action stays centered in the frame.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 33,
+      "variant_key": "normal_breast_contact_front_view",
+      "family": "breast_contact",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "breast - touching - front view"
+      ],
+      "reference_images": [
+        "breast - touching - front view/0006.jpg",
+        "breast - touching - front view/0006_2.jpg",
+        "breast - touching - front view/12.jpg",
+        "breast - touching - front view/0014.jpg",
+        "breast - touching - front view/0015.jpg",
+        "breast - touching - front view/16.jpg",
+        "breast - touching - front view/56.jpg",
+        "breast - touching - front view/72.jpg",
+        "breast - touching - front view/183.jpg",
+        "breast - touching - front view/220.jpg",
+        "breast - touching - front view/246.jpg",
+        "breast - touching - front view/248.jpg",
+        "breast - touching - front view/281.jpg",
+        "breast - touching - front view/348.jpg",
+        "breast - touching - front view/361.jpg"
+      ],
+      "canonical_geometry": "Front-facing breast-contact normal camera: torso and face/front body are oriented toward the camera while hands or partner contact remains readable on the front body plane.",
+      "source_prompt_cues": [
+        "front-facing breast-contact normal camera view",
+        "front torso visible",
+        "hands or contact on the front body plane",
+        "face or upper body remains readable"
+      ],
+      "review_only_avoid_cues": [
+        "side-profile wording",
+        "POV touch wording",
+        "cropping to only detail texture"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "front-facing breast-contact normal camera view",
+        "front torso visible"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "hands or contact on the front body plane",
+          "issues": [
+            "option_word"
+          ]
+        },
+        {
+          "cue": "face or upper body remains readable",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "front-facing breast-contact normal camera view. front torso visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 34,
+      "variant_key": "normal_breast_touching_side_view",
+      "family": "breast_contact",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "breast - touching - side view"
+      ],
+      "reference_images": [
+        "breast - touching - side view/0010.jpg",
+        "breast - touching - side view/364.jpg",
+        "breast - touching - side view/97.jpg"
+      ],
+      "canonical_geometry": "Side-profile breast-touching normal-camera view.",
+      "source_prompt_cues": [
+        "side-profile breast-touching normal camera view",
+        "lateral torso plane visible",
+        "hand contact readable from the side",
+        "body axis runs across the frame"
+      ],
+      "review_only_avoid_cues": [
+        "front-only body presentation",
+        "mouth-contact wording",
+        "POV touch language",
+        "overhead wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "side-profile breast-touching normal camera view",
+        "lateral torso plane visible",
+        "hand contact readable from the side",
+        "body axis runs across the frame"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "side-profile breast-touching normal camera view. lateral torso plane visible. hand contact readable from the side. body axis runs across the frame.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 35,
+      "variant_key": "normal_breast_sucking_side_view",
+      "family": "breast_contact",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "breast sucking - side view"
+      ],
+      "reference_images": [
+        "breast sucking - side view/0003.jpg",
+        "breast sucking - side view/0005.jpg",
+        "breast sucking - side view/0007.jpg",
+        "breast sucking - side view/0009.jpg",
+        "breast sucking - side view/0010_2.jpg",
+        "breast sucking - side view/182.jpg",
+        "breast sucking - side view/186.jpg",
+        "breast sucking - side view/218.jpg",
+        "breast sucking - side view/234.jpg",
+        "breast sucking - side view/244.jpg",
+        "breast sucking - side view/257.jpg",
+        "breast sucking - side view/267.jpg",
+        "breast sucking - side view/269.jpg",
+        "breast sucking - side view/356.jpg",
+        "breast sucking - side view/99.jpg"
+      ],
+      "canonical_geometry": "Side-profile breast mouth-contact normal-camera view.",
+      "source_prompt_cues": [
+        "side-profile breast mouth-contact normal camera view",
+        "lateral torso plane visible",
+        "mouth contact readable from the side",
+        "body axis runs across the frame"
+      ],
+      "review_only_avoid_cues": [
+        "front-only body presentation",
+        "hand-touch-only wording",
+        "POV touch language",
+        "overhead wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "side-profile breast mouth-contact normal camera view",
+        "lateral torso plane visible",
+        "mouth contact readable from the side",
+        "body axis runs across the frame"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "side-profile breast mouth-contact normal camera view. lateral torso plane visible. mouth contact readable from the side. body axis runs across the frame.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 36,
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "family": "oral_other",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "69"
+      ],
+      "reference_images": [
+        "69/0002.jpg",
+        "69/0008.jpg",
+        "69/0016.jpg",
+        "69/19.jpg",
+        "69/166.jpg",
+        "69/292.jpg",
+        "69/624.jpg"
+      ],
+      "canonical_geometry": "Selected sixty-nine front-close normal-camera view where the upper subject faces camera, opposed oral-contact pose stays centered, and both bodies remain readable in close third-person framing.",
+      "source_prompt_cues": [
+        "sixty-nine front-close normal camera view",
+        "upper subject faces the camera",
+        "opposed oral-contact pose stays centered",
+        "third-person close framing keeps both bodies readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV viewer-mouth framing",
+        "wide room-context layout",
+        "upright seated straddle framing",
+        "side-downward camera wording",
+        "using the full mixed folder as one preset"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "sixty-nine front-close normal camera view",
+        "upper subject faces the camera",
+        "opposed oral-contact pose stays centered",
+        "third-person close framing keeps both bodies readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "sixty-nine front-close normal camera view. upper subject faces the camera. opposed oral-contact pose stays centered. third-person close framing keeps both bodies readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 37,
+      "variant_key": "normal_fingering_reclined_front_view",
+      "family": "manual_or_toy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "fingering"
+      ],
+      "reference_images": [
+        "fingering/0004.jpg",
+        "fingering/0006.jpg",
+        "fingering/0013.jpg",
+        "fingering/0015.jpg",
+        "fingering/39.jpg",
+        "fingering/50.jpg",
+        "fingering/132.jpg",
+        "fingering/133.jpg",
+        "fingering/279.jpg",
+        "fingering/603.jpg"
+      ],
+      "canonical_geometry": "Selected reclined manual-contact front normal-camera view where the subject is reclined, faces the camera, the open-thigh contact plane stays centered, and face or upper body remains readable in third-person framing.",
+      "source_prompt_cues": [
+        "manual-contact reclined front normal camera view",
+        "reclined subject faces the camera",
+        "open-thigh contact plane centered in frame",
+        "face and upper body remain readable behind the contact plane"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground-hand framing",
+        "upright chair-only framing",
+        "side-profile manual-contact wording",
+        "oral-contact primary-action wording",
+        "using the full mixed folder as one preset"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "manual-contact reclined front normal camera view",
+        "reclined subject faces the camera",
+        "open-thigh contact plane centered in frame",
+        "face and upper body remain readable behind the contact plane"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "manual-contact reclined front normal camera view. reclined subject faces the camera. open-thigh contact plane centered in frame. face and upper body remain readable behind the contact plane.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 38,
+      "variant_key": "normal_wand_front_close_view",
+      "family": "manual_or_toy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "wand"
+      ],
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/0015.jpg",
+        "wand/217.jpg",
+        "wand/532.jpg",
+        "wand/561.jpg",
+        "wand/611.jpg",
+        "wand/75.jpg"
+      ],
+      "canonical_geometry": "Selected wand front-close normal-camera view where the subject faces camera or near-camera, the open-thigh tool-contact plane is centered, and the wand remains readable as one continuous object in third-person framing.",
+      "source_prompt_cues": [
+        "wand front-close normal camera view",
+        "subject faces camera or near camera",
+        "open-thigh tool-contact plane centered in frame",
+        "single continuous wand remains readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV foreground-tool wording",
+        "side portrait-only crop",
+        "wide posture-variable framing",
+        "split-device wording",
+        "using the full mixed folder as one preset"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "wand front-close normal camera view",
+        "open-thigh tool-contact plane centered in frame",
+        "single continuous wand remains readable"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "subject faces camera or near camera",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "wand front-close normal camera view. open-thigh tool-contact plane centered in frame. single continuous wand remains readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 39,
+      "variant_key": "normal_handjob_standing_side_profile",
+      "family": "manual_or_toy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "handjob standing - side view"
+      ],
+      "reference_images": [
+        "handjob standing - side view/16.jpg",
+        "handjob standing - side view/105.jpg",
+        "handjob standing - side view/171.jpg",
+        "handjob standing - side view/174.jpg",
+        "handjob standing - side view/175.jpg",
+        "handjob standing - side view/305.jpg",
+        "handjob standing - side view/549.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected standing manual-contact side-profile normal-camera view: both participants remain upright or near-upright, the contact line reads laterally, and the framing stays third-person rather than POV.",
+      "source_prompt_cues": [
+        "reviewed standing manual-contact side-profile normal camera view",
+        "upright participants seen from the side",
+        "hand contact visible laterally",
+        "third-person standing posture readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV manual-contact wording",
+        "sitting, kneeling, or laying posture wording",
+        "front-facing portrait-only crop",
+        "overhead camera wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed standing manual-contact side-profile normal camera view",
+        "upright participants seen from the side",
+        "hand contact visible laterally",
+        "third-person standing posture readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed standing manual-contact side-profile normal camera view. upright participants seen from the side. hand contact visible laterally. third-person standing posture readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 40,
+      "variant_key": "normal_handjob_both_sitting_front_view",
+      "family": "manual_or_toy",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "handjob - both sitting - front view"
+      ],
+      "reference_images": [
+        "handjob - both sitting - front view/109.jpg",
+        "handjob - both sitting - front view/588.jpg",
+        "handjob - both sitting - front view/598.jpg"
+      ],
+      "canonical_geometry": "Both-sitting manual-contact front normal-camera view.",
+      "source_prompt_cues": [
+        "both-sitting manual-contact front normal camera view",
+        "hand contact visible from the front",
+        "both participants readable",
+        "normal third-person camera"
+      ],
+      "review_only_avoid_cues": [
+        "POV manual-contact wording",
+        "pure side-profile wording",
+        "laying posture wording",
+        "cropping away the performer"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "both-sitting manual-contact front normal camera view",
+        "hand contact visible from the front",
+        "both participants readable",
+        "normal third-person camera"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "both-sitting manual-contact front normal camera view. hand contact visible from the front. both participants readable. normal third-person camera.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 41,
+      "variant_key": "normal_handjob_laying_front_three_quarter",
+      "family": "manual_or_toy",
+      "camera_view": "front_three_quarter",
+      "atlas_folders": [
+        "handjob - laying - front view - 3-4 angle"
+      ],
+      "reference_images": [
+        "handjob - laying - front view - 3-4 angle/39.jpg",
+        "handjob - laying - front view - 3-4 angle/41.jpg",
+        "handjob - laying - front view - 3-4 angle/91.jpg"
+      ],
+      "canonical_geometry": "Laying manual-contact front three-quarter normal-camera view.",
+      "source_prompt_cues": [
+        "laying manual-contact front three-quarter normal camera view",
+        "hand contact visible from a front-offset camera",
+        "both participants readable",
+        "normal third-person camera"
+      ],
+      "review_only_avoid_cues": [
+        "POV manual-contact wording",
+        "pure side-profile wording",
+        "both-sitting posture wording",
+        "pure front-view wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "laying manual-contact front three-quarter normal camera view",
+        "hand contact visible from a front-offset camera",
+        "both participants readable",
+        "normal third-person camera"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "laying manual-contact front three-quarter normal camera view. hand contact visible from a front-offset camera. both participants readable. normal third-person camera.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 42,
+      "variant_key": "normal_pussy_licking_side_profile",
+      "family": "oral_other",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "pussy licking - side view"
+      ],
+      "reference_images": [
+        "pussy licking - side view/0003.jpg",
+        "pussy licking - side view/0006.jpg",
+        "pussy licking - side view/0010.jpg",
+        "pussy licking - side view/0013_2.jpg",
+        "pussy licking - side view/0015.jpg",
+        "pussy licking - side view/0015_2.jpg",
+        "pussy licking - side view/0016.jpg",
+        "pussy licking - side view/0016_2.jpg",
+        "pussy licking - side view/536.jpg",
+        "pussy licking - side view/537.jpg",
+        "pussy licking - side view/544.jpg",
+        "pussy licking - side view/560.jpg",
+        "pussy licking - side view/603.jpg",
+        "pussy licking - side view/609.jpg",
+        "pussy licking - side view/613.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected side-profile oral-contact normal-camera view: the performer is seen laterally, the receiving partner hips and legs remain readable, and the contact line runs across the frame without POV foreground cues.",
+      "source_prompt_cues": [
+        "reviewed side-profile oral-contact normal camera view",
+        "performer head seen from the side",
+        "receiving partner hips and legs visible laterally",
+        "contact line remains readable"
+      ],
+      "review_only_avoid_cues": [
+        "POV oral wording",
+        "front-facing presentation wording as primary camera",
+        "standing posture wording",
+        "overhead view"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed side-profile oral-contact normal camera view",
+        "performer head seen from the side",
+        "receiving partner hips and legs visible laterally",
+        "contact line remains readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed side-profile oral-contact normal camera view. performer head seen from the side. receiving partner hips and legs visible laterally. contact line remains readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 43,
+      "variant_key": "normal_display_rear_body_view",
+      "family": "display",
+      "camera_view": "back_view",
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "reference_images": [
+        "woman solo showing her hass - back view/0001_2.jpg",
+        "woman solo showing her hass - back view/0003.jpg",
+        "woman solo showing her hass - back view/0006_2.jpg",
+        "woman solo showing her hass - back view/0009.jpg",
+        "woman solo showing her hass - back view/0015.jpg",
+        "woman solo showing her hass - back view/0016_2.jpg",
+        "woman solo showing her hass - back view/112.jpg",
+        "woman solo showing her hass - back view/153.jpg",
+        "woman solo showing her hass - back view/157.jpg",
+        "woman solo showing her hass - back view/162_2.jpg",
+        "woman solo showing her hass - back view/169.jpg",
+        "woman solo showing her hass - back view/182_2.jpg",
+        "woman solo showing her hass - back view/232.jpg",
+        "woman solo showing her hass - back view/270.jpg",
+        "woman solo showing her hass - back view/322.jpg"
+      ],
+      "canonical_geometry": "Reviewed image-selected solo rear body-display normal-camera view: the subject is back-facing or rear three-quarter, rear body shape is the primary composition, and the camera remains third-person rather than POV.",
+      "source_prompt_cues": [
+        "reviewed solo rear body-display normal camera view",
+        "subject faces away or turns back",
+        "rear body closest to camera",
+        "solo display composition"
+      ],
+      "review_only_avoid_cues": [
+        "POV body inspection wording",
+        "front-facing portrait wording",
+        "partner-contact wording",
+        "mixed camera wording"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed solo rear body-display normal camera view",
+        "rear body closest to camera",
+        "solo display composition"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "subject faces away or turns back",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed solo rear body-display normal camera view. rear body closest to camera. solo display composition.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 44,
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "family": "display",
+      "camera_view": "back_view",
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "reference_images": [
+        "woman solo showing her hass - back view/0002.jpg",
+        "woman solo showing her hass - back view/0006.jpg",
+        "woman solo showing her hass - back view/0006_3.jpg",
+        "woman solo showing her hass - back view/0007_2.jpg",
+        "woman solo showing her hass - back view/173.jpg",
+        "woman solo showing her hass - back view/197.jpg",
+        "woman solo showing her hass - back view/230.jpg",
+        "woman solo showing her hass - back view/235.jpg",
+        "woman solo showing her hass - back view/287.jpg",
+        "woman solo showing her hass - back view/293.jpg",
+        "woman solo showing her hass - back view/300.jpg",
+        "woman solo showing her hass - back view/321.jpg"
+      ],
+      "canonical_geometry": "Reviewed standing solo rear body-display normal-camera subset: the subject stands upright with back or rear three-quarter side toward camera, rear body remains the primary composition, and the full standing posture stays readable in third-person framing.",
+      "source_prompt_cues": [
+        "reviewed standing rear body-display normal camera view",
+        "subject stands upright with back toward camera",
+        "rear body closest to camera",
+        "full standing solo display posture"
+      ],
+      "review_only_avoid_cues": [
+        "POV body inspection wording",
+        "seated rear-display wording",
+        "kneeling rear-display wording",
+        "front-facing portrait wording",
+        "partner-contact wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed standing rear body-display normal camera view",
+        "subject stands upright with back toward camera",
+        "rear body closest to camera",
+        "full standing solo display posture"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed standing rear body-display normal camera view. subject stands upright with back toward camera. rear body closest to camera. full standing solo display posture.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 45,
+      "variant_key": "normal_display_front_open_leg_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/0002_3.jpg",
+        "pussy spread/0003_4.jpg",
+        "pussy spread/0012.jpg",
+        "pussy spread/0015.jpg",
+        "pussy spread/0017.jpg",
+        "pussy spread/80.jpg",
+        "pussy spread/130.jpg",
+        "pussy spread/153.jpg",
+        "pussy spread/296.jpg",
+        "pussy spread/297.jpg",
+        "pussy spread/328.jpg",
+        "pussy spread/367.jpg"
+      ],
+      "canonical_geometry": "Reviewed front open-leg display normal-camera subset from the mixed source pool: the subject faces the camera, the open-leg display reads frontally, and enough body or room context remains visible to separate it from tight low-close crops.",
+      "source_prompt_cues": [
+        "reviewed open-leg display front-view normal camera",
+        "subject faces the camera",
+        "front display pose readable",
+        "body and room context remain visible"
+      ],
+      "review_only_avoid_cues": [
+        "POV spread wording",
+        "tight low-close crop wording",
+        "side-offset display wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed open-leg display front-view normal camera",
+        "subject faces the camera",
+        "front display pose readable",
+        "body and room context remain visible"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed open-leg display front-view normal camera. subject faces the camera. front display pose readable. body and room context remain visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 46,
+      "variant_key": "normal_display_front_open_leg_low_close",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/1.jpg",
+        "pussy spread/1_2.jpg",
+        "pussy spread/0003.jpg",
+        "pussy spread/0003_2.jpg",
+        "pussy spread/0003_3.jpg",
+        "pussy spread/0010_2.jpg",
+        "pussy spread/0016.jpg",
+        "pussy spread/0016_2.jpg",
+        "pussy spread/41.jpg",
+        "pussy spread/201.jpg",
+        "pussy spread/217_2.jpg",
+        "pussy spread/223.jpg"
+      ],
+      "canonical_geometry": "Reviewed low-close front open-leg display normal-camera subset from the mixed source pool: the camera is front-facing and close enough that the foreground body plane dominates while the subject remains visible in normal third-person framing.",
+      "source_prompt_cues": [
+        "reviewed low-close open-leg display front-view normal camera",
+        "front-facing close composition",
+        "foreground body plane dominates the frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "review_only_avoid_cues": [
+        "POV spread wording",
+        "wider room-context front-view wording",
+        "side-offset display wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed low-close open-leg display front-view normal camera",
+        "front-facing close composition",
+        "foreground body plane dominates the frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed low-close open-leg display front-view normal camera. front-facing close composition. foreground body plane dominates the frame. subject remains visible above the foreground plane.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 47,
+      "variant_key": "normal_display_front_open_leg_side_offset_view",
+      "family": "display",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "reference_images": [
+        "pussy spread/0007.jpg",
+        "pussy spread/0008.jpg",
+        "pussy spread/73.jpg",
+        "pussy spread/121.jpg",
+        "pussy spread/134.jpg",
+        "pussy spread/154_3.jpg",
+        "pussy spread/163.jpg",
+        "pussy spread/175.jpg",
+        "pussy spread/256.jpg",
+        "pussy spread/308.jpg",
+        "pussy spread/311.jpg",
+        "pussy spread/368.jpg"
+      ],
+      "canonical_geometry": "Reviewed side-offset front open-leg display normal-camera subset from the mixed source pool: the subject sits or reclines at an oblique angle, the open-leg display reads from a lateral offset, and torso plus leg line angle across the frame in third-person composition.",
+      "source_prompt_cues": [
+        "reviewed side-offset open-leg display normal camera",
+        "subject sits or reclines at an oblique angle",
+        "open-leg display reads from a lateral offset",
+        "torso and leg line angle across the frame"
+      ],
+      "review_only_avoid_cues": [
+        "POV spread wording",
+        "straight front-view display wording",
+        "low-close foreground-dominant crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "needs_prompt_cleanup",
+      "positive_prompt_cues": [
+        "reviewed side-offset open-leg display normal camera",
+        "open-leg display reads from a lateral offset",
+        "torso and leg line angle across the frame"
+      ],
+      "blocked_prompt_cues": [
+        {
+          "cue": "subject sits or reclines at an oblique angle",
+          "issues": [
+            "option_word"
+          ]
+        }
+      ],
+      "prompt_text": "reviewed side-offset open-leg display normal camera. open-leg display reads from a lateral offset. torso and leg line angle across the frame.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 48,
+      "variant_key": "normal_display_breasts_exposed_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_3.jpg",
+        "breasts exposed/0006.jpg",
+        "breasts exposed/0008_2.jpg",
+        "breasts exposed/0011_2.jpg",
+        "breasts exposed/141.jpg",
+        "breasts exposed/181.jpg",
+        "breasts exposed/263.jpg",
+        "breasts exposed/302.jpg",
+        "breasts exposed/327.jpg",
+        "breasts exposed/346.jpg",
+        "breasts exposed/594_2.jpg",
+        "breasts exposed/624.jpg"
+      ],
+      "canonical_geometry": "Reviewed display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera, the upper torso and full body remain readable, and the frame uses normal third-person display composition.",
+      "source_prompt_cues": [
+        "reviewed torso-display front-view normal camera",
+        "subject faces the camera",
+        "upper torso and full body remain readable",
+        "camera-facing display posture"
+      ],
+      "review_only_avoid_cues": [
+        "POV touch wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed torso-display front-view normal camera",
+        "subject faces the camera",
+        "upper torso and full body remain readable",
+        "camera-facing display posture"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed torso-display front-view normal camera. subject faces the camera. upper torso and full body remain readable. camera-facing display posture.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 49,
+      "variant_key": "normal_display_breasts_exposed_side_offset_view",
+      "family": "display",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/83.jpg",
+        "breasts exposed/196.jpg",
+        "breasts exposed/235.jpg",
+        "breasts exposed/267.jpg",
+        "breasts exposed/271.jpg",
+        "breasts exposed/305.jpg",
+        "breasts exposed/353.jpg",
+        "breasts exposed/373.jpg",
+        "breasts exposed/590.jpg",
+        "breasts exposed/590_2.jpg"
+      ],
+      "canonical_geometry": "Reviewed display side-offset normal-camera subset from the broad breasts-exposed source pool: the subject turns laterally, the side torso outline is readable, and the frame remains normal third-person display composition.",
+      "source_prompt_cues": [
+        "reviewed torso-display side-offset normal camera",
+        "body turned laterally",
+        "side torso outline readable",
+        "profile display pose"
+      ],
+      "review_only_avoid_cues": [
+        "POV touch wording",
+        "pure camera-facing display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed torso-display side-offset normal camera",
+        "body turned laterally",
+        "side torso outline readable",
+        "profile display pose"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed torso-display side-offset normal camera. body turned laterally. side torso outline readable. profile display pose.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 50,
+      "variant_key": "normal_display_breasts_exposed_standing_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0002_2.jpg",
+        "breasts exposed/0003.jpg",
+        "breasts exposed/49.jpg",
+        "breasts exposed/138.jpg",
+        "breasts exposed/155.jpg",
+        "breasts exposed/169.jpg",
+        "breasts exposed/190.jpg",
+        "breasts exposed/230.jpg",
+        "breasts exposed/242.jpg",
+        "breasts exposed/302_2.jpg",
+        "breasts exposed/332.jpg",
+        "breasts exposed/368.jpg"
+      ],
+      "canonical_geometry": "Reviewed standing display front-view normal-camera subset from the broad breasts-exposed source pool: the subject stands upright facing the camera, the torso and legs remain readable, and the frame preserves normal third-person display composition.",
+      "source_prompt_cues": [
+        "reviewed standing torso-display front-view normal camera",
+        "subject stands upright facing the camera",
+        "torso and legs remain readable",
+        "front-facing standing display posture"
+      ],
+      "review_only_avoid_cues": [
+        "POV touch wording",
+        "seated or kneeling display wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed standing torso-display front-view normal camera",
+        "subject stands upright facing the camera",
+        "torso and legs remain readable",
+        "front-facing standing display posture"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed standing torso-display front-view normal camera. subject stands upright facing the camera. torso and legs remain readable. front-facing standing display posture.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 51,
+      "variant_key": "normal_display_breasts_exposed_seated_kneeling_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_2.jpg",
+        "breasts exposed/0007_2.jpg",
+        "breasts exposed/101_2.jpg",
+        "breasts exposed/154.jpg",
+        "breasts exposed/165.jpg",
+        "breasts exposed/173.jpg",
+        "breasts exposed/259.jpg",
+        "breasts exposed/285.jpg",
+        "breasts exposed/293.jpg",
+        "breasts exposed/322.jpg",
+        "breasts exposed/328.jpg",
+        "breasts exposed/523.jpg"
+      ],
+      "canonical_geometry": "Reviewed seated/kneeling display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera from a seated or kneeling posture, the torso and lower-body placement remain readable, and the frame preserves normal third-person display composition.",
+      "source_prompt_cues": [
+        "reviewed seated-kneeling torso-display front-view normal camera",
+        "subject faces the camera from a seated posture",
+        "kneeling posture remains readable",
+        "front-facing seated display posture"
+      ],
+      "review_only_avoid_cues": [
+        "POV touch wording",
+        "standing display wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed seated-kneeling torso-display front-view normal camera",
+        "subject faces the camera from a seated posture",
+        "kneeling posture remains readable",
+        "front-facing seated display posture"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed seated-kneeling torso-display front-view normal camera. subject faces the camera from a seated posture. kneeling posture remains readable. front-facing seated display posture.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 52,
+      "variant_key": "normal_standing_from_front_side_view",
+      "family": "standing_penetration",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from front standing - side view"
+      ],
+      "reference_images": [
+        "fuck from front standing - side view/0001.jpg",
+        "fuck from front standing - side view/252.jpg",
+        "fuck from front standing - side view/73.jpg"
+      ],
+      "canonical_geometry": "Standing from-front side-profile normal-camera view with the upright body line readable.",
+      "source_prompt_cues": [
+        "standing from-front side-profile normal camera view",
+        "upright body line visible",
+        "camera beside the couple",
+        "standing posture readable"
+      ],
+      "review_only_avoid_cues": [
+        "front-only portrait wording",
+        "POV wording",
+        "suspended posture wording",
+        "cropping out the full standing posture"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "standing from-front side-profile normal camera view",
+        "upright body line visible",
+        "camera beside the couple",
+        "standing posture readable"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "standing from-front side-profile normal camera view. upright body line visible. camera beside the couple. standing posture readable.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 53,
+      "variant_key": "normal_standing_suspended_side_view",
+      "family": "standing_penetration",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck standing - woman suspended - side view"
+      ],
+      "reference_images": [
+        "fuck standing - woman suspended - side view/0005.jpg",
+        "fuck standing - woman suspended - side view/0015.jpg",
+        "fuck standing - woman suspended - side view/611.jpg"
+      ],
+      "canonical_geometry": "Suspended standing side-profile normal-camera view where lift posture is part of the cue.",
+      "source_prompt_cues": [
+        "suspended standing side-profile normal camera view",
+        "vertical lift posture readable",
+        "camera beside the couple",
+        "full standing body line visible"
+      ],
+      "review_only_avoid_cues": [
+        "front-only portrait wording",
+        "POV wording",
+        "ordinary standing wording that loses suspended posture",
+        "cropping out the full standing posture"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "suspended standing side-profile normal camera view",
+        "vertical lift posture readable",
+        "camera beside the couple",
+        "full standing body line visible"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "suspended standing side-profile normal camera view. vertical lift posture readable. camera beside the couple. full standing body line visible.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 54,
+      "variant_key": "normal_couple_kissing_upright_side_profile",
+      "family": "couple",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "couple kissing"
+      ],
+      "reference_images": [
+        "couple kissing/0001_2.jpg",
+        "couple kissing/0003.jpg",
+        "couple kissing/0005_2.jpg",
+        "couple kissing/16.jpg",
+        "couple kissing/159.jpg",
+        "couple kissing/247.jpg",
+        "couple kissing/247_2.jpg",
+        "couple kissing/253.jpg",
+        "couple kissing/253_2.jpg",
+        "couple kissing/322.jpg",
+        "couple kissing/354.jpg",
+        "couple kissing/379.jpg"
+      ],
+      "canonical_geometry": "Reviewed couple-kissing upright side-profile normal-camera subset from the mixed source pool: two subjects face each other laterally, the kissing contact is centered between their faces, and both bodies remain visible enough to preserve third-person camera geometry.",
+      "source_prompt_cues": [
+        "reviewed couple kissing upright side-profile normal camera",
+        "two subjects face each other in lateral profile",
+        "kissing contact centered between their faces",
+        "both bodies visible in third-person framing"
+      ],
+      "review_only_avoid_cues": [
+        "POV kissing wording",
+        "front-facing couple portrait wording",
+        "bed or seated crop wording",
+        "tight face close-up wording",
+        "using the full mixed folder as one route"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "reviewed couple kissing upright side-profile normal camera",
+        "two subjects face each other in lateral profile",
+        "kissing contact centered between their faces",
+        "both bodies visible in third-person framing"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "reviewed couple kissing upright side-profile normal camera. two subjects face each other in lateral profile. kissing contact centered between their faces. both bodies visible in third-person framing.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    },
+    {
+      "batch_rank": 55,
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "family": "piledriver_or_pretzel",
+      "camera_view": "top_down_or_high_angle",
+      "atlas_folders": [
+        "piledriver"
+      ],
+      "reference_images": [
+        "piledriver/0002.jpg",
+        "piledriver/0004_2.jpg",
+        "piledriver/0005.jpg",
+        "piledriver/0006_2.jpg",
+        "piledriver/0009.jpg",
+        "piledriver/0009_2.jpg",
+        "piledriver/0012.jpg",
+        "piledriver/0013.jpg",
+        "piledriver/282.jpg",
+        "piledriver/317.jpg",
+        "piledriver/317_2.jpg",
+        "piledriver/318.jpg",
+        "piledriver/319.jpg",
+        "piledriver/494_2.jpg",
+        "piledriver/538.jpg"
+      ],
+      "canonical_geometry": "Selected piledriver high front-down normal-camera view where the folded body stays readable below the partner from a high third-person camera.",
+      "source_prompt_cues": [
+        "piledriver high front-down normal camera view",
+        "folded body visible below the partner",
+        "legs folded high around the torso",
+        "third-person camera looking down at the compact stacked pose"
+      ],
+      "review_only_avoid_cues": [
+        "POV folded-leg wording",
+        "tight genital-only crop",
+        "using the entire mixed piledriver folder as one camera angle",
+        "pretzel pose wording"
+      ],
+      "state": "prompt_ready",
+      "positive_prompt_cues": [
+        "piledriver high front-down normal camera view",
+        "folded body visible below the partner",
+        "legs folded high around the torso",
+        "third-person camera looking down at the compact stacked pose"
+      ],
+      "blocked_prompt_cues": [],
+      "prompt_text": "piledriver high front-down normal camera view. folded body visible below the partner. legs folded high around the torso. third-person camera looking down at the compact stacked pose.",
+      "prompt_order": [
+        "subject_identity",
+        "scene_anchor",
+        "camera_pose_cues",
+        "pose-visible_clothing_cues",
+        "expression_eye_cues"
+      ],
+      "later_test_seed_slots": {
+        "generator_seed": null,
+        "sampling_seed": null,
+        "fixed_subject_seed": null
+      }
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/normal_camera_score_sheet.json b/ab_batches/normal_camera/normal_camera_score_sheet.json
new file mode 100644
index 0000000..ba4aa53
--- /dev/null
+++ b/ab_batches/normal_camera/normal_camera_score_sheet.json
@@ -0,0 +1,2071 @@
+{
+  "schema": "sxcp_normal_camera_score_sheet_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "acceptance_gates": [
+    "camera_geometry",
+    "pose_ownership",
+    "workspace_continuity",
+    "clothing_visibility",
+    "subject_identity",
+    "body_proportion_control",
+    "prompt_noise",
+    "atlas_reference_match"
+  ],
+  "acceptance_gate_descriptions": {
+    "camera_geometry": "Camera angle, elevation, side/front/back orientation, and framing match the atlas family.",
+    "pose_ownership": "The visible actors own the pose correctly, with no POV body cues leaking into normal-camera framing.",
+    "workspace_continuity": "Workspace/lounge details support the camera angle instead of fighting the pose.",
+    "clothing_visibility": "Clothing cues stay attached to the intended visible subject and only describe garments visible in this pose.",
+    "subject_identity": "The same woman identity, face, hair, eyes, and body type remain stable across fixed-seed variants.",
+    "body_proportion_control": "Penis/body proportions and limb lengths stay plausible for the selected atlas framing.",
+    "prompt_noise": "Prompt text uses direct visual cues, with option, negative, and instruction-like wording removed from positive text.",
+    "atlas_reference_match": "The generated frame can be matched back to the selected atlas references for this variant."
+  },
+  "score_scale": {
+    "0": "fails the gate",
+    "1": "partial or unstable",
+    "2": "usable but needs wording refinement",
+    "3": "strong enough to preserve as candidate wording"
+  },
+  "rows": [
+    {
+      "batch_rank": 1,
+      "variant_key": "normal_doggy_all_fours_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "doggy on all four - side view"
+      ],
+      "reference_images": [
+        "doggy on all four - side view/0020.jpg",
+        "doggy on all four - side view/192.jpg",
+        "doggy on all four - side view/2.jpg",
+        "doggy on all four - side view/204.jpg",
+        "doggy on all four - side view/254.jpg",
+        "doggy on all four - side view/254_2.jpg",
+        "doggy on all four - side view/254_3.jpg",
+        "doggy on all four - side view/271.jpg",
+        "doggy on all four - side view/271_2.jpg",
+        "doggy on all four - side view/362.jpg",
+        "doggy on all four - side view/495.jpg",
+        "doggy on all four - side view/556.jpg",
+        "doggy on all four - side view/86.jpg",
+        "doggy on all four - side view/99.jpg"
+      ],
+      "test_prompt_id": null,
+      "image_path": null,
+      "generator_seed": null,
+      "sampling_seed": null,
+      "scores": {
+        "camera_geometry": null,
+        "pose_ownership": null,
+        "workspace_continuity": null,
+        "clothing_visibility": null,
+        "subject_identity": null,
+        "body_proportion_control": null,
+        "prompt_noise": null,
+        "atlas_reference_match": null
+      },
+      "notes": "",
+      "decision": null
+    },
+    {
+      "batch_rank": 2,
+      "variant_key": "normal_doggy_generic_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "doggy - side view"
+      ],
+      "reference_images": [
+        "doggy - side view/0014.jpg",
+        "doggy - side view/276.jpg",
+        "doggy - side view/541.jpg"
+      ],
+      "test_prompt_id": null,
+      "image_path": null,
+      "generator_seed": null,
+      "sampling_seed": null,
+      "scores": {
+        "camera_geometry": null,
+        "pose_ownership": null,
+        "workspace_continuity": null,
+        "clothing_visibility": null,
+        "subject_identity": null,
+        "body_proportion_control": null,
+        "prompt_noise": null,
+        "atlas_reference_match": null
+      },
+      "notes": "",
+      "decision": null
+    },
+    {
+      "batch_rank": 3,
+      "variant_key": "normal_doggy_standing_from_behind_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - side view/0013.jpg",
+        "fuck from behind standing - side view/0019.jpg",
+        "fuck from behind standing - side view/0020.jpg",
+        "fuck from behind standing - side view/162.jpg",
+        "fuck from behind standing - side view/162_2.jpg",
+        "fuck from behind standing - side view/509.jpg",
+        "fuck from behind standing - side view/9.jpg"
+      ],
+      "test_prompt_id": null,
+      "image_path": null,
+      "generator_seed": null,
+      "sampling_seed": null,
+      "scores": {
+        "camera_geometry": null,
+        "pose_ownership": null,
+        "workspace_continuity": null,
+        "clothing_visibility": null,
+        "subject_identity": null,
+        "body_proportion_control": null,
+        "prompt_noise": null,
+        "atlas_reference_match": null
+      },
+      "notes": "",
+      "decision": null
+    },
+    {
+      "batch_rank": 4,
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "family": "doggy",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from behind standing - woman backside - side view"
+      ],
+      "reference_images": [
+        "fuck from behind standing - woman backside - side view/0010.jpg",
+        "fuck from behind standing - woman backside - side view/0012.jpg",
+        "fuck from behind standing - woman backside - side view/186.jpg",
+        "fuck from behind standing - woman backside - side view/186_2.jpg",
+        "fuck from behind standing - woman backside - side view/196.jpg",
+        "fuck from behind standing - woman backside - side view/257.jpg",
+        "fuck from behind standing - woman backside - side view/286.jpg",
+        "fuck from behind standing - woman backside - side view/288.jpg",
+        "fuck from behind standing - woman backside - side view/343.jpg",
+        "fuck from behind standing - woman backside - side view/343_2.jpg",
+        "fuck from behind standing - woman backside - side view/343_3.jpg",
+        "fuck from behind standing - woman backside - side view/345.jpg",
+        "fuck from behind standing - woman backside - side view/345_2.jpg",
+        "fuck from behind standing - woman backside - side view/542.jpg",
+        "fuck from behind standing - woman backside - side view/68.jpg",
+        "fuck from behind standing - woman backside - side view/68_2.jpg"
+      ],
+      "test_prompt_id": null,
+      "image_path": null,
+      "generator_seed": null,
+      "sampling_seed": null,
+      "scores": {
+        "camera_geometry": null,
+        "pose_ownership": null,
+        "workspace_continuity": null,
+        "clothing_visibility": null,
+        "subject_identity": null,
+        "body_proportion_control": null,
+        "prompt_noise": null,
+        "atlas_reference_match": null
+      },
+      "notes": "",
+      "decision": null
+    },
+    {
+      "batch_rank": 5,
+      "variant_key": "normal_doggy_all_fours_back_three_quarter",
+      "family": "doggy",
+      "camera_view": "back_three_quarter",
+      "atlas_folders": [
+        "doggy on all four - back view - 3-4 angle"
+      ],
+      "reference_images": [
+        "doggy on all four - back view - 3-4 angle/0002.jpg",
+        "doggy on all four - back view - 3-4 angle/0003.jpg",
+        "doggy on all four - back view - 3-4 angle/0013.jpg",
+        "doggy on all four - back view - 3-4 angle/0014.jpg",
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+        "breasts exposed/181.jpg",
+        "breasts exposed/263.jpg",
+        "breasts exposed/302.jpg",
+        "breasts exposed/327.jpg",
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+        "breasts exposed/196.jpg",
+        "breasts exposed/235.jpg",
+        "breasts exposed/267.jpg",
+        "breasts exposed/271.jpg",
+        "breasts exposed/305.jpg",
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+      "variant_key": "normal_display_breasts_exposed_standing_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "reference_images": [
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+        "breasts exposed/0003.jpg",
+        "breasts exposed/49.jpg",
+        "breasts exposed/138.jpg",
+        "breasts exposed/155.jpg",
+        "breasts exposed/169.jpg",
+        "breasts exposed/190.jpg",
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+      "variant_key": "normal_display_breasts_exposed_seated_kneeling_front_view",
+      "family": "display",
+      "camera_view": "front_view",
+      "atlas_folders": [
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+        "breasts exposed/154.jpg",
+        "breasts exposed/165.jpg",
+        "breasts exposed/173.jpg",
+        "breasts exposed/259.jpg",
+        "breasts exposed/285.jpg",
+        "breasts exposed/293.jpg",
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+      "variant_key": "normal_standing_from_front_side_view",
+      "family": "standing_penetration",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck from front standing - side view"
+      ],
+      "reference_images": [
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+        "fuck from front standing - side view/252.jpg",
+        "fuck from front standing - side view/73.jpg"
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+    },
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+      "variant_key": "normal_standing_suspended_side_view",
+      "family": "standing_penetration",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "fuck standing - woman suspended - side view"
+      ],
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+        "fuck standing - woman suspended - side view/0015.jpg",
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+    },
+    {
+      "batch_rank": 54,
+      "variant_key": "normal_couple_kissing_upright_side_profile",
+      "family": "couple",
+      "camera_view": "side_view",
+      "atlas_folders": [
+        "couple kissing"
+      ],
+      "reference_images": [
+        "couple kissing/0001_2.jpg",
+        "couple kissing/0003.jpg",
+        "couple kissing/0005_2.jpg",
+        "couple kissing/16.jpg",
+        "couple kissing/159.jpg",
+        "couple kissing/247.jpg",
+        "couple kissing/247_2.jpg",
+        "couple kissing/253.jpg",
+        "couple kissing/253_2.jpg",
+        "couple kissing/322.jpg",
+        "couple kissing/354.jpg",
+        "couple kissing/379.jpg"
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+    },
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+      "variant_key": "normal_piledriver_high_front_down_view",
+      "family": "piledriver_or_pretzel",
+      "camera_view": "top_down_or_high_angle",
+      "atlas_folders": [
+        "piledriver"
+      ],
+      "reference_images": [
+        "piledriver/0002.jpg",
+        "piledriver/0004_2.jpg",
+        "piledriver/0005.jpg",
+        "piledriver/0006_2.jpg",
+        "piledriver/0009.jpg",
+        "piledriver/0009_2.jpg",
+        "piledriver/0012.jpg",
+        "piledriver/0013.jpg",
+        "piledriver/282.jpg",
+        "piledriver/317.jpg",
+        "piledriver/317_2.jpg",
+        "piledriver/318.jpg",
+        "piledriver/319.jpg",
+        "piledriver/494_2.jpg",
+        "piledriver/538.jpg"
+      ],
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+  ]
+}
diff --git a/ab_batches/normal_camera/normal_camera_unused_pool_backlog.json b/ab_batches/normal_camera/normal_camera_unused_pool_backlog.json
new file mode 100644
index 0000000..90947c8
--- /dev/null
+++ b/ab_batches/normal_camera/normal_camera_unused_pool_backlog.json
@@ -0,0 +1,966 @@
+{
+  "schema": "sxcp_normal_camera_unused_pool_backlog_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "source_inventory": "categories/normal_camera_atlas.json",
+  "source_variant_catalog": "categories/normal_camera_variants.json",
+  "selection": "non-empty folders with unselected images, sorted by remaining image count",
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+  "selected_count": 53,
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+      "folder_alias": {
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+        "canonical_folder": "reverse cowgirl",
+        "canonical_key": "reverse_cowgirl",
+        "alias_applied": false,
+        "alias_reason": ""
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+      "image_count": 240,
+      "selected_reference_count": 36,
+      "remaining_image_count": 204,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "reverse_cowgirl",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "breasts exposed",
+      "folder_alias": {
+        "exact_source_folder": "breasts exposed",
+        "canonical_folder": "breasts exposed",
+        "canonical_key": "breasts_exposed",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
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+      "remaining_image_count": 119,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "display",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "cowgirl - back view - 3-4 angle",
+      "folder_alias": {
+        "exact_source_folder": "cowgirl - back view - 3-4 angle",
+        "canonical_folder": "cowgirl - back view - 3-4 angle",
+        "canonical_key": "cowgirl_back_view_3_4_angle",
+        "alias_applied": false,
+        "alias_reason": ""
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+      "selected_reference_count": 15,
+      "remaining_image_count": 114,
+      "covered_by_variants": true,
+      "camera_view": "back_three_quarter",
+      "action_family": "cowgirl",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "anal random",
+      "folder_alias": {
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+        "canonical_folder": "anal random",
+        "canonical_key": "anal_random",
+        "alias_applied": false,
+        "alias_reason": ""
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+      "remaining_image_count": 73,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "anal",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "couple kissing",
+      "folder_alias": {
+        "exact_source_folder": "couple kissing",
+        "canonical_folder": "couple kissing",
+        "canonical_key": "couple_kissing",
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+        "alias_reason": ""
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+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "couple",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "woman solo showing her hass - back view",
+      "folder_alias": {
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+        "canonical_folder": "woman solo showing her ass - back view",
+        "canonical_key": "woman_solo_showing_her_ass_back_view",
+        "alias_applied": true,
+        "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
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+      "image_count": 99,
+      "selected_reference_count": 30,
+      "remaining_image_count": 69,
+      "covered_by_variants": true,
+      "camera_view": "back_view",
+      "action_family": "display",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "pussy spread",
+      "folder_alias": {
+        "exact_source_folder": "pussy spread",
+        "canonical_folder": "pussy spread",
+        "canonical_key": "pussy_spread",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 100,
+      "selected_reference_count": 39,
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+        "canonical_folder": "fingering",
+        "canonical_key": "fingering",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 15,
+      "selected_reference_count": 12,
+      "remaining_image_count": 3,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "reverse cowgirl - back view",
+      "folder_alias": {
+        "exact_source_folder": "reverse cowgirl - back view",
+        "canonical_folder": "reverse cowgirl - back view",
+        "canonical_key": "reverse_cowgirl_back_view",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 6,
+      "selected_reference_count": 3,
+      "remaining_image_count": 3,
+      "covered_by_variants": true,
+      "camera_view": "back_view",
+      "action_family": "reverse_cowgirl",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "69",
+      "folder_alias": {
+        "exact_source_folder": "69",
+        "canonical_folder": "69",
+        "canonical_key": "69",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 10,
+      "selected_reference_count": 8,
+      "remaining_image_count": 2,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    },
+    {
+      "folder": "missionary - side view - full penis",
+      "folder_alias": {
+        "exact_source_folder": "missionary - side view - full penis",
+        "canonical_folder": "missionary - side view - full penis",
+        "canonical_key": "missionary_side_view_full_penis",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 9,
+      "selected_reference_count": 7,
+      "remaining_image_count": 2,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "missionary",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "reverse cowgirl - backview - 3-4 angle",
+      "folder_alias": {
+        "exact_source_folder": "reverse cowgirl - backview - 3-4 angle",
+        "canonical_folder": "reverse cowgirl - backview - 3-4 angle",
+        "canonical_key": "reverse_cowgirl_backview_3_4_angle",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 5,
+      "selected_reference_count": 3,
+      "remaining_image_count": 2,
+      "covered_by_variants": true,
+      "camera_view": "back_three_quarter",
+      "action_family": "reverse_cowgirl",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "anal missionary - front view - 3-4 angle",
+      "folder_alias": {
+        "exact_source_folder": "anal missionary - front view - 3-4 angle",
+        "canonical_folder": "anal missionary - front view - 3-4 angle",
+        "canonical_key": "anal_missionary_front_view_3_4_angle",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 4,
+      "selected_reference_count": 3,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "front_three_quarter",
+      "action_family": "missionary",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "anus exposed - back view",
+      "folder_alias": {
+        "exact_source_folder": "anus exposed - back view",
+        "canonical_folder": "anus exposed - back view",
+        "canonical_key": "anus_exposed_back_view",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 4,
+      "selected_reference_count": 3,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "back_view",
+      "action_family": "display",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "doggy - front view ",
+      "folder_alias": {
+        "exact_source_folder": "doggy - front view ",
+        "canonical_folder": "doggy - front view",
+        "canonical_key": "doggy_front_view",
+        "alias_applied": true,
+        "alias_reason": "Trailing-space source folder preserved exactly for path stability."
+      },
+      "image_count": 13,
+      "selected_reference_count": 12,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "front_view",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "fuck from front - front view -low angle",
+      "folder_alias": {
+        "exact_source_folder": "fuck from front - front view -low angle",
+        "canonical_folder": "fuck from front - front view -low angle",
+        "canonical_key": "fuck_from_front_front_view_low_angle",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 4,
+      "selected_reference_count": 3,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "front_view",
+      "action_family": "front_penetration",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "handjob - both sitting - front view",
+      "folder_alias": {
+        "exact_source_folder": "handjob - both sitting - front view",
+        "canonical_folder": "handjob - both sitting - front view",
+        "canonical_key": "handjob_both_sitting_front_view",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 4,
+      "selected_reference_count": 3,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "front_view",
+      "action_family": "manual_or_toy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "handjob - laying - front view - 3-4 angle",
+      "folder_alias": {
+        "exact_source_folder": "handjob - laying - front view - 3-4 angle",
+        "canonical_folder": "handjob - laying - front view - 3-4 angle",
+        "canonical_key": "handjob_laying_front_view_3_4_angle",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 4,
+      "selected_reference_count": 3,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "front_three_quarter",
+      "action_family": "manual_or_toy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "wand",
+      "folder_alias": {
+        "exact_source_folder": "wand",
+        "canonical_folder": "wand",
+        "canonical_key": "wand",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 9,
+      "selected_reference_count": 8,
+      "remaining_image_count": 1,
+      "covered_by_variants": true,
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "catalog_status": "action_reference_only",
+      "suggested_action": "split_or_expand_selected_reference_subvariants"
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/69_contact_sheet.html b/ab_batches/normal_camera/review/69_contact_sheet.html
new file mode 100644
index 0000000..ac106da
--- /dev/null
+++ b/ab_batches/normal_camera/review/69_contact_sheet.html
@@ -0,0 +1,77 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: 69</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: 69</h1>
+<p class="meta">No-generation contact sheet. 10 JPGs from <code>69</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>69</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-10</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/0002.jpg" alt="69/0002.jpg">
+<figcaption><strong>001</strong> 69/0002.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="69/6.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/6.jpg" alt="69/6.jpg">
+<figcaption><strong>002</strong> 69/6.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/0008.jpg" alt="69/0008.jpg">
+<figcaption><strong>003</strong> 69/0008.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/0016.jpg" alt="69/0016.jpg">
+<figcaption><strong>004</strong> 69/0016.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/19.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/19.jpg" alt="69/19.jpg">
+<figcaption><strong>005</strong> 69/19.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/166.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/166.jpg" alt="69/166.jpg">
+<figcaption><strong>006</strong> 69/166.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_mixed_camera_folder_pool" data-reference-image="69/196.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/196.jpg" alt="69/196.jpg">
+<figcaption><strong>007</strong> 69/196.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_sixty_nine_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/292.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/292.jpg" alt="69/292.jpg">
+<figcaption><strong>008</strong> 69/292.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="69/354.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/354.jpg" alt="69/354.jpg">
+<figcaption><strong>009</strong> 69/354.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_sixty_nine_front_close_view" data-reference-image="69/624.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/69/624.jpg" alt="69/624.jpg">
+<figcaption><strong>010</strong> 69/624.jpg<span class="bucket-slot">bucket: front_view / normal_sixty_nine_front_close_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/69_review_manifest.json b/ab_batches/normal_camera/review/69_review_manifest.json
new file mode 100644
index 0000000..49117b9
--- /dev/null
+++ b/ab_batches/normal_camera/review/69_review_manifest.json
@@ -0,0 +1,248 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "69",
+  "folder_alias": {
+    "exact_source_folder": "69",
+    "canonical_folder": "69",
+    "canonical_key": "69",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 10,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_sixty_nine_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "69/0002.jpg",
+        "69/196.jpg",
+        "69/624.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful mutual oral-contact examples, but side/downward, upright seated, and wider room-context frames keep the full folder from being one locked prompt-ready route."
+    },
+    {
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "69/0002.jpg",
+        "69/0008.jpg",
+        "69/0016.jpg",
+        "69/19.jpg",
+        "69/166.jpg",
+        "69/292.jpg",
+        "69/624.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "69/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "69/6.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "69/0008.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "69/0016.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "69/19.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "69/166.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "69/196.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_sixty_nine_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful mutual oral-contact examples, but side/downward, upright seated, and wider room-context frames keep the full folder from being one locked prompt-ready route.",
+      "index": 7
+    },
+    {
+      "reference_image": "69/292.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 8
+    },
+    {
+      "index": 9,
+      "reference_image": "69/354.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "69/624.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_sixty_nine_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset.",
+      "index": 10
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 10,
+      "image_count": 10,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "69/0002.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "69/6.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 3,
+          "reference_image": "69/0008.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "69/0016.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "69/19.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "69/166.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "69/196.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful mutual oral-contact examples, but side/downward, upright seated, and wider room-context frames keep the full folder from being one locked prompt-ready route."
+        },
+        {
+          "index": 8,
+          "reference_image": "69/292.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "69/354.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "69/624.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_sixty_nine_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the upper subject faces camera and the opposed oral-contact pose stays centered. Side/downward, upright seated, and wider room-context outliers remain outside this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anal_cowgirl_contact_sheet.html b/ab_batches/normal_camera/review/anal_cowgirl_contact_sheet.html
new file mode 100644
index 0000000..33dd621
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_cowgirl_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anal cowgirl</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anal cowgirl</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>anal cowgirl</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anal cowgirl</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_anal_cowgirl_single_reference_pool" data-reference-image="anal cowgirl/49.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20cowgirl/49.jpg" alt="anal cowgirl/49.jpg">
+<figcaption><strong>001</strong> anal cowgirl/49.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_anal_cowgirl_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anal_cowgirl_review_manifest.json b/ab_batches/normal_camera/review/anal_cowgirl_review_manifest.json
new file mode 100644
index 0000000..cd97e13
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_cowgirl_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anal cowgirl",
+  "folder_alias": {
+    "exact_source_folder": "anal cowgirl",
+    "canonical_folder": "anal cowgirl",
+    "canonical_key": "anal_cowgirl",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "cowgirl",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anal_cowgirl_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal cowgirl/49.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "anal cowgirl/49.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_anal_cowgirl_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "anal cowgirl/49.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_anal_cowgirl_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anal_doggy_side_view_contact_sheet.html b/ab_batches/normal_camera/review/anal_doggy_side_view_contact_sheet.html
new file mode 100644
index 0000000..d2b5faa
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_doggy_side_view_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anal doggy - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anal doggy - side view</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>anal doggy - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anal doggy - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_anal_doggy_side_view_single_reference_pool" data-reference-image="anal doggy - side view/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20doggy%20-%20side%20view/16.jpg" alt="anal doggy - side view/16.jpg">
+<figcaption><strong>001</strong> anal doggy - side view/16.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_anal_doggy_side_view_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anal_doggy_side_view_review_manifest.json b/ab_batches/normal_camera/review/anal_doggy_side_view_review_manifest.json
new file mode 100644
index 0000000..0848deb
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_doggy_side_view_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anal doggy - side view",
+  "folder_alias": {
+    "exact_source_folder": "anal doggy - side view",
+    "canonical_folder": "anal doggy - side view",
+    "canonical_key": "anal_doggy_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "doggy",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anal_doggy_side_view_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal doggy - side view/16.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one side-view sample as coverage evidence only. The label is plausible, but a single image is too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "anal doggy - side view/16.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_anal_doggy_side_view_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one side-view sample as coverage evidence only. The label is plausible, but a single image is too thin for a selected pre-A/B route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "anal doggy - side view/16.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_anal_doggy_side_view_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one side-view sample as coverage evidence only. The label is plausible, but a single image is too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..2f6a739
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anal fuck from behind laying - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anal fuck from behind laying - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>anal fuck from behind laying - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anal fuck from behind laying - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_anal_laying_back_three_quarter_single_reference_pool" data-reference-image="anal fuck from behind laying - back view - 3-4 angle/14.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20fuck%20from%20behind%20laying%20-%20back%20view%20-%203-4%20angle/14.jpg" alt="anal fuck from behind laying - back view - 3-4 angle/14.jpg">
+<figcaption><strong>001</strong> anal fuck from behind laying - back view - 3-4 angle/14.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_anal_laying_back_three_quarter_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..443a4db
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anal fuck from behind laying - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "anal fuck from behind laying - back view - 3-4 angle",
+    "canonical_folder": "anal fuck from behind laying - back view - 3-4 angle",
+    "canonical_key": "anal_fuck_from_behind_laying_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "doggy",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal fuck from behind laying - back view - 3-4 angle/14.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one rear three-quarter sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "anal fuck from behind laying - back view - 3-4 angle/14.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one rear three-quarter sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "anal fuck from behind laying - back view - 3-4 angle/14.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one rear three-quarter sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anal_random_contact_sheet.html b/ab_batches/normal_camera/review/anal_random_contact_sheet.html
new file mode 100644
index 0000000..a8982e9
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_random_contact_sheet.html
@@ -0,0 +1,439 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anal random</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anal random</h1>
+<p class="meta">No-generation contact sheet. 99 JPGs from <code>anal random</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anal random</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0001.jpg" alt="anal random/0001.jpg">
+<figcaption><strong>001</strong> anal random/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0002.jpg" alt="anal random/0002.jpg">
+<figcaption><strong>002</strong> anal random/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0002_2.jpg" alt="anal random/0002_2.jpg">
+<figcaption><strong>003</strong> anal random/0002_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0002_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0002_3.jpg" alt="anal random/0002_3.jpg">
+<figcaption><strong>004</strong> anal random/0002_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0003.jpg" alt="anal random/0003.jpg">
+<figcaption><strong>005</strong> anal random/0003.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0003_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0003_2.jpg" alt="anal random/0003_2.jpg">
+<figcaption><strong>006</strong> anal random/0003_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/0003_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0003_3.jpg" alt="anal random/0003_3.jpg">
+<figcaption><strong>007</strong> anal random/0003_3.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0003_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0003_4.jpg" alt="anal random/0003_4.jpg">
+<figcaption><strong>008</strong> anal random/0003_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_front_view" data-reference-image="anal random/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0005.jpg" alt="anal random/0005.jpg">
+<figcaption><strong>009</strong> anal random/0005.jpg<span class="bucket-slot">bucket: front_view / normal_anal_random_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_front_view" data-reference-image="anal random/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0006.jpg" alt="anal random/0006.jpg">
+<figcaption><strong>010</strong> anal random/0006.jpg<span class="bucket-slot">bucket: front_view / normal_anal_random_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0008.jpg" alt="anal random/0008.jpg">
+<figcaption><strong>011</strong> anal random/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0008_2.jpg" alt="anal random/0008_2.jpg">
+<figcaption><strong>012</strong> anal random/0008_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0009.jpg" alt="anal random/0009.jpg">
+<figcaption><strong>013</strong> anal random/0009.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0010.jpg" alt="anal random/0010.jpg">
+<figcaption><strong>014</strong> anal random/0010.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0011.jpg" alt="anal random/0011.jpg">
+<figcaption><strong>015</strong> anal random/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0012.jpg" alt="anal random/0012.jpg">
+<figcaption><strong>016</strong> anal random/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0013.jpg" alt="anal random/0013.jpg">
+<figcaption><strong>017</strong> anal random/0013.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0014.jpg" alt="anal random/0014.jpg">
+<figcaption><strong>018</strong> anal random/0014.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0014_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0014_2.jpg" alt="anal random/0014_2.jpg">
+<figcaption><strong>019</strong> anal random/0014_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_front_view" data-reference-image="anal random/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0015.jpg" alt="anal random/0015.jpg">
+<figcaption><strong>020</strong> anal random/0015.jpg<span class="bucket-slot">bucket: front_view / normal_anal_random_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/0018.jpg" alt="anal random/0018.jpg">
+<figcaption><strong>021</strong> anal random/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/94.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/94.jpg" alt="anal random/94.jpg">
+<figcaption><strong>022</strong> anal random/94.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/94_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/94_2.jpg" alt="anal random/94_2.jpg">
+<figcaption><strong>023</strong> anal random/94_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/94_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/94_3.jpg" alt="anal random/94_3.jpg">
+<figcaption><strong>024</strong> anal random/94_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/94_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/94_4.jpg" alt="anal random/94_4.jpg">
+<figcaption><strong>025</strong> anal random/94_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/94_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/94_5.jpg" alt="anal random/94_5.jpg">
+<figcaption><strong>026</strong> anal random/94_5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/118.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/118.jpg" alt="anal random/118.jpg">
+<figcaption><strong>027</strong> anal random/118.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/118_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/118_2.jpg" alt="anal random/118_2.jpg">
+<figcaption><strong>028</strong> anal random/118_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/119.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/119.jpg" alt="anal random/119.jpg">
+<figcaption><strong>029</strong> anal random/119.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/119_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/119_2.jpg" alt="anal random/119_2.jpg">
+<figcaption><strong>030</strong> anal random/119_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/119_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/119_3.jpg" alt="anal random/119_3.jpg">
+<figcaption><strong>031</strong> anal random/119_3.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124.jpg" alt="anal random/124.jpg">
+<figcaption><strong>032</strong> anal random/124.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/124_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_2.jpg" alt="anal random/124_2.jpg">
+<figcaption><strong>033</strong> anal random/124_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_3.jpg" alt="anal random/124_3.jpg">
+<figcaption><strong>034</strong> anal random/124_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_4.jpg" alt="anal random/124_4.jpg">
+<figcaption><strong>035</strong> anal random/124_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_5.jpg" alt="anal random/124_5.jpg">
+<figcaption><strong>036</strong> anal random/124_5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_6.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_6.jpg" alt="anal random/124_6.jpg">
+<figcaption><strong>037</strong> anal random/124_6.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_7.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_7.jpg" alt="anal random/124_7.jpg">
+<figcaption><strong>038</strong> anal random/124_7.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_back_side_offset_view" data-reference-image="anal random/124_8.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_8.jpg" alt="anal random/124_8.jpg">
+<figcaption><strong>039</strong> anal random/124_8.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_anal_random_back_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/124_9.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/124_9.jpg" alt="anal random/124_9.jpg">
+<figcaption><strong>040</strong> anal random/124_9.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/133.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/133.jpg" alt="anal random/133.jpg">
+<figcaption><strong>041</strong> anal random/133.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/133_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/133_2.jpg" alt="anal random/133_2.jpg">
+<figcaption><strong>042</strong> anal random/133_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/160.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/160.jpg" alt="anal random/160.jpg">
+<figcaption><strong>043</strong> anal random/160.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/589_3.jpg" alt="anal random/589_3.jpg">
+<figcaption><strong>097</strong> anal random/589_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/589_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/589_4.jpg" alt="anal random/589_4.jpg">
+<figcaption><strong>098</strong> anal random/589_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/595.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/595.jpg" alt="anal random/595.jpg">
+<figcaption><strong>099</strong> anal random/595.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anal_random_review_manifest.json b/ab_batches/normal_camera/review/anal_random_review_manifest.json
new file mode 100644
index 0000000..88c5413
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_random_review_manifest.json
@@ -0,0 +1,1866 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anal random",
+  "folder_alias": {
+    "exact_source_folder": "anal random",
+    "canonical_folder": "anal random",
+    "canonical_key": "anal_random",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 99,
+  "action_family": "anal",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anal_random_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal random/0005.jpg",
+        "anal random/0006.jpg",
+        "anal random/0015.jpg",
+        "anal random/160_3.jpg",
+        "anal random/188.jpg",
+        "anal random/347_3.jpg",
+        "anal random/347_10.jpg",
+        "anal random/347_11.jpg",
+        "anal random/366.jpg",
+        "anal random/366_3.jpg",
+        "anal random/366_4.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated front-view anal camera family. Side, rear, standing, and overhead-like frames remain in the mixed source pool."
+    },
+    {
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "review_bucket": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal random/0003.jpg",
+        "anal random/0003_3.jpg",
+        "anal random/0010.jpg",
+        "anal random/0013.jpg",
+        "anal random/119.jpg",
+        "anal random/119_2.jpg",
+        "anal random/119_3.jpg",
+        "anal random/124_2.jpg",
+        "anal random/124_8.jpg",
+        "anal random/347_4.jpg",
+        "anal random/347_5.jpg",
+        "anal random/347_8.jpg"
+      ],
+      "evidence_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool."
+    }
+  ],
+  "review_items": [
+    {
+      "index": 1,
+      "reference_image": "anal random/0001.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 2,
+      "reference_image": "anal random/0002.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 3,
+      "reference_image": "anal random/0002_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "anal random/0002_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "anal random/0003_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0003_3.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "anal random/0003_4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_anal_random_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-view anal camera family. Side, rear, standing, and overhead-like frames remain in the mixed source pool.",
+      "index": 9
+    },
+    {
+      "reference_image": "anal random/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_anal_random_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-view anal camera family. Side, rear, standing, and overhead-like frames remain in the mixed source pool.",
+      "index": 10
+    },
+    {
+      "index": 11,
+      "reference_image": "anal random/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 12,
+      "reference_image": "anal random/0008_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 13,
+      "reference_image": "anal random/0009.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0010.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 14
+    },
+    {
+      "index": 15,
+      "reference_image": "anal random/0011.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "anal random/0012.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0013.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 17
+    },
+    {
+      "index": 18,
+      "reference_image": "anal random/0014.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 19,
+      "reference_image": "anal random/0014_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_anal_random_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-view anal camera family. Side, rear, standing, and overhead-like frames remain in the mixed source pool.",
+      "index": 20
+    },
+    {
+      "index": 21,
+      "reference_image": "anal random/0018.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 22,
+      "reference_image": "anal random/94.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 23,
+      "reference_image": "anal random/94_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 24,
+      "reference_image": "anal random/94_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 25,
+      "reference_image": "anal random/94_4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 26,
+      "reference_image": "anal random/94_5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 27,
+      "reference_image": "anal random/118.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 28,
+      "reference_image": "anal random/118_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/119.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 29
+    },
+    {
+      "reference_image": "anal random/119_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 30
+    },
+    {
+      "reference_image": "anal random/119_3.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 31
+    },
+    {
+      "index": 32,
+      "reference_image": "anal random/124.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/124_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 33
+    },
+    {
+      "index": 34,
+      "reference_image": "anal random/124_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 35,
+      "reference_image": "anal random/124_4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 36,
+      "reference_image": "anal random/124_5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 37,
+      "reference_image": "anal random/124_6.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 38,
+      "reference_image": "anal random/124_7.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/124_8.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_anal_random_back_side_offset_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated rear/side-offset anal camera family with third-person framing. Front-view, standing, overhead-like, and tight close-crop frames remain in the mixed source pool.",
+      "index": 39
+    },
+    {
+      "index": 40,
+      "reference_image": "anal random/124_9.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 41,
+      "reference_image": "anal random/133.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 42,
+      "reference_image": "anal random/133_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 43,
+      "reference_image": "anal random/160.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 44,
+      "reference_image": "anal random/160_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "anal random/160_3.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_anal_random_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-view anal camera family. Side, rear, standing, and overhead-like frames remain in the mixed source pool.",
+      "index": 45
+    },
+    {
+      "index": 46,
+      "reference_image": "anal random/186.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 47,
+      "reference_image": "anal random/186_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 48,
+      "reference_image": "anal random/186_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
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+          "index": 95,
+          "reference_image": "anal random/589.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 96,
+          "reference_image": "anal random/589_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 97,
+          "reference_image": "anal random/589_3.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 98,
+          "reference_image": "anal random/589_4.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 99,
+          "reference_image": "anal random/595.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anal_reverse_congress_contact_sheet.html b/ab_batches/normal_camera/review/anal_reverse_congress_contact_sheet.html
new file mode 100644
index 0000000..59d8723
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_reverse_congress_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anal reverse congress</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anal reverse congress</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>anal reverse congress</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anal reverse congress</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_anal_reverse_congress_single_reference_pool" data-reference-image="anal reverse congress/160.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20reverse%20congress/160.jpg" alt="anal reverse congress/160.jpg">
+<figcaption><strong>001</strong> anal reverse congress/160.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_anal_reverse_congress_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anal_reverse_congress_review_manifest.json b/ab_batches/normal_camera/review/anal_reverse_congress_review_manifest.json
new file mode 100644
index 0000000..f0ee42a
--- /dev/null
+++ b/ab_batches/normal_camera/review/anal_reverse_congress_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anal reverse congress",
+  "folder_alias": {
+    "exact_source_folder": "anal reverse congress",
+    "canonical_folder": "anal reverse congress",
+    "canonical_key": "anal_reverse_congress",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "reverse_congress",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anal_reverse_congress_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anal reverse congress/160.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "anal reverse congress/160.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_anal_reverse_congress_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "anal reverse congress/160.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_anal_reverse_congress_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/anus_lickiing_contact_sheet.html b/ab_batches/normal_camera/review/anus_lickiing_contact_sheet.html
new file mode 100644
index 0000000..11fd3c4
--- /dev/null
+++ b/ab_batches/normal_camera/review/anus_lickiing_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: anus lickiing</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: anus lickiing</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>anus lickiing</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>anus licking</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_anus_licking_single_reference_pool" data-reference-image="anus lickiing/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anus%20lickiing/0004.jpg" alt="anus lickiing/0004.jpg">
+<figcaption><strong>001</strong> anus lickiing/0004.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_anus_licking_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/anus_lickiing_review_manifest.json b/ab_batches/normal_camera/review/anus_lickiing_review_manifest.json
new file mode 100644
index 0000000..e18274e
--- /dev/null
+++ b/ab_batches/normal_camera/review/anus_lickiing_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "anus lickiing",
+  "folder_alias": {
+    "exact_source_folder": "anus lickiing",
+    "canonical_folder": "anus licking",
+    "canonical_key": "anus_licking",
+    "alias_applied": true,
+    "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+  },
+  "image_count": 1,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_anus_licking_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "anus lickiing/0004.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "anus lickiing/0004.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_anus_licking_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "anus lickiing/0004.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_anus_licking_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one available sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/ballsucking_laying_contact_sheet.html b/ab_batches/normal_camera/review/ballsucking_laying_contact_sheet.html
new file mode 100644
index 0000000..c917b52
--- /dev/null
+++ b/ab_batches/normal_camera/review/ballsucking_laying_contact_sheet.html
@@ -0,0 +1,45 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: ballsucking - laying</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: ballsucking - laying</h1>
+<p class="meta">No-generation contact sheet. 2 JPGs from <code>ballsucking - laying</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>ballsucking - laying</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-2</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_laying_close_reference_folder_pool" data-reference-image="ballsucking - laying/271.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20laying/271.jpg" alt="ballsucking - laying/271.jpg">
+<figcaption><strong>001</strong> ballsucking - laying/271.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_ballsucking_laying_close_reference_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_laying_close_reference_folder_pool" data-reference-image="ballsucking - laying/591.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20laying/591.jpg" alt="ballsucking - laying/591.jpg">
+<figcaption><strong>002</strong> ballsucking - laying/591.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_ballsucking_laying_close_reference_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/ballsucking_laying_review_manifest.json b/ab_batches/normal_camera/review/ballsucking_laying_review_manifest.json
new file mode 100644
index 0000000..f766af4
--- /dev/null
+++ b/ab_batches/normal_camera/review/ballsucking_laying_review_manifest.json
@@ -0,0 +1,93 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "ballsucking - laying",
+  "folder_alias": {
+    "exact_source_folder": "ballsucking - laying",
+    "canonical_folder": "ballsucking - laying",
+    "canonical_key": "ballsucking_laying",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 2,
+  "action_family": "ballsucking",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "ballsucking - laying/271.jpg",
+        "ballsucking - laying/591.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review records the existing two-sample laying close-reference source pool as needs_samples. The folder is fully represented but too thin and crop-variable for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "ballsucking - laying/271.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing two-sample laying close-reference source pool as needs_samples. The folder is fully represented but too thin and crop-variable for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "ballsucking - laying/591.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing two-sample laying close-reference source pool as needs_samples. The folder is fully represented but too thin and crop-variable for a selected pre-A/B route.",
+      "index": 2
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 2,
+      "image_count": 2,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "ballsucking - laying/271.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+          "notes": "Contact-sheet review records the existing two-sample laying close-reference source pool as needs_samples. The folder is fully represented but too thin and crop-variable for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "ballsucking - laying/591.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+          "notes": "Contact-sheet review records the existing two-sample laying close-reference source pool as needs_samples. The folder is fully represented but too thin and crop-variable for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/ballsucking_standing_contact_sheet.html b/ab_batches/normal_camera/review/ballsucking_standing_contact_sheet.html
new file mode 100644
index 0000000..d21e270
--- /dev/null
+++ b/ab_batches/normal_camera/review/ballsucking_standing_contact_sheet.html
@@ -0,0 +1,85 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: ballsucking - standing</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: ballsucking - standing</h1>
+<p class="meta">No-generation contact sheet. 12 JPGs from <code>ballsucking - standing</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>ballsucking - standing</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-12</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/0014.jpg" alt="ballsucking - standing/0014.jpg">
+<figcaption><strong>001</strong> ballsucking - standing/0014.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_partner_mixed_camera_folder_pool" data-reference-image="ballsucking - standing/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/0017.jpg" alt="ballsucking - standing/0017.jpg">
+<figcaption><strong>002</strong> ballsucking - standing/0017.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_ballsucking_standing_partner_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/34.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/34.jpg" alt="ballsucking - standing/34.jpg">
+<figcaption><strong>003</strong> ballsucking - standing/34.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/130.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/130.jpg" alt="ballsucking - standing/130.jpg">
+<figcaption><strong>004</strong> ballsucking - standing/130.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/137.jpg" alt="ballsucking - standing/137.jpg">
+<figcaption><strong>005</strong> ballsucking - standing/137.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/207.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/207.jpg" alt="ballsucking - standing/207.jpg">
+<figcaption><strong>006</strong> ballsucking - standing/207.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/222.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/222.jpg" alt="ballsucking - standing/222.jpg">
+<figcaption><strong>007</strong> ballsucking - standing/222.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/252.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/252.jpg" alt="ballsucking - standing/252.jpg">
+<figcaption><strong>008</strong> ballsucking - standing/252.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/333.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/333.jpg" alt="ballsucking - standing/333.jpg">
+<figcaption><strong>009</strong> ballsucking - standing/333.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/540.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/540.jpg" alt="ballsucking - standing/540.jpg">
+<figcaption><strong>010</strong> ballsucking - standing/540.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/589.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/589.jpg" alt="ballsucking - standing/589.jpg">
+<figcaption><strong>011</strong> ballsucking - standing/589.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_ballsucking_standing_low_side_view" data-reference-image="ballsucking - standing/624.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/ballsucking%20-%20standing/624.jpg" alt="ballsucking - standing/624.jpg">
+<figcaption><strong>012</strong> ballsucking - standing/624.jpg<span class="bucket-slot">bucket: side_view / normal_ballsucking_standing_low_side_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/ballsucking_standing_review_manifest.json b/ab_batches/normal_camera/review/ballsucking_standing_review_manifest.json
new file mode 100644
index 0000000..396c1ba
--- /dev/null
+++ b/ab_batches/normal_camera/review/ballsucking_standing_review_manifest.json
@@ -0,0 +1,284 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "ballsucking - standing",
+  "folder_alias": {
+    "exact_source_folder": "ballsucking - standing",
+    "canonical_folder": "ballsucking - standing",
+    "canonical_key": "ballsucking_standing",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 12,
+  "action_family": "ballsucking",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "ballsucking - standing/0017.jpg",
+        "ballsucking - standing/252.jpg",
+        "ballsucking - standing/624.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the existing mixed source-pool anchor. The standing-partner context is useful, but the full folder still mixes close, side, front, and one water-close outlier; the outlier is anchored here rather than in the pre-A/B split."
+    },
+    {
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "ballsucking - standing/0014.jpg",
+        "ballsucking - standing/130.jpg",
+        "ballsucking - standing/137.jpg",
+        "ballsucking - standing/207.jpg",
+        "ballsucking - standing/222.jpg",
+        "ballsucking - standing/252.jpg",
+        "ballsucking - standing/333.jpg",
+        "ballsucking - standing/34.jpg",
+        "ballsucking - standing/540.jpg",
+        "ballsucking - standing/589.jpg",
+        "ballsucking - standing/624.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "ballsucking - standing/0014.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "ballsucking - standing/0017.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_notes": "Contact-sheet review preserved the existing mixed source-pool anchor. The standing-partner context is useful, but the full folder still mixes close, side, front, and one water-close outlier; the outlier is anchored here rather than in the pre-A/B split.",
+      "index": 2
+    },
+    {
+      "reference_image": "ballsucking - standing/34.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "ballsucking - standing/130.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "ballsucking - standing/137.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "ballsucking - standing/207.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "ballsucking - standing/222.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 7
+    },
+    {
+      "reference_image": "ballsucking - standing/252.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 8
+    },
+    {
+      "reference_image": "ballsucking - standing/333.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 9
+    },
+    {
+      "reference_image": "ballsucking - standing/540.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 10
+    },
+    {
+      "reference_image": "ballsucking - standing/589.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 11
+    },
+    {
+      "reference_image": "ballsucking - standing/624.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_ballsucking_standing_low_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset.",
+      "index": 12
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 12,
+      "image_count": 12,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "ballsucking - standing/0014.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "ballsucking - standing/0017.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the existing mixed source-pool anchor. The standing-partner context is useful, but the full folder still mixes close, side, front, and one water-close outlier; the outlier is anchored here rather than in the pre-A/B split."
+        },
+        {
+          "index": 3,
+          "reference_image": "ballsucking - standing/34.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "ballsucking - standing/130.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "ballsucking - standing/137.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "ballsucking - standing/207.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "ballsucking - standing/222.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "ballsucking - standing/252.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "ballsucking - standing/333.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 10,
+          "reference_image": "ballsucking - standing/540.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 11,
+          "reference_image": "ballsucking - standing/589.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        },
+        {
+          "index": 12,
+          "reference_image": "ballsucking - standing/624.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_ballsucking_standing_low_side_view",
+          "notes": "Contact-sheet review found a repeated standing-partner, low-performer side or near-side camera family. The water-close crop remains outside this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..0df572d
--- /dev/null
+++ b/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: blowjob laying - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: blowjob laying - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>blowjob laying - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>blowjob laying - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_back_three_quarter_single_reference_pool" data-reference-image="blowjob laying - back view - 3-4 angle/14.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20laying%20-%20back%20view%20-%203-4%20angle/14.jpg" alt="blowjob laying - back view - 3-4 angle/14.jpg">
+<figcaption><strong>001</strong> blowjob laying - back view - 3-4 angle/14.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_blowjob_laying_back_three_quarter_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..4b83c84
--- /dev/null
+++ b/ab_batches/normal_camera/review/blowjob_laying_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "blowjob laying - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "blowjob laying - back view - 3-4 angle",
+    "canonical_folder": "blowjob laying - back view - 3-4 angle",
+    "canonical_key": "blowjob_laying_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "blowjob",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "blowjob laying - back view - 3-4 angle/14.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one rear-offset laying oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "blowjob laying - back view - 3-4 angle/14.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one rear-offset laying oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "blowjob laying - back view - 3-4 angle/14.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one rear-offset laying oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/blowjob_laying_front_view_contact_sheet.html b/ab_batches/normal_camera/review/blowjob_laying_front_view_contact_sheet.html
new file mode 100644
index 0000000..7c55673
--- /dev/null
+++ b/ab_batches/normal_camera/review/blowjob_laying_front_view_contact_sheet.html
@@ -0,0 +1,141 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: blowjob - laying - front view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: blowjob - laying - front view</h1>
+<p class="meta">No-generation contact sheet. 26 JPGs from <code>blowjob - laying - front view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>blowjob - laying - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-26</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0001.jpg" alt="blowjob - laying - front view/0001.jpg">
+<figcaption><strong>001</strong> blowjob - laying - front view/0001.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0003.jpg" alt="blowjob - laying - front view/0003.jpg">
+<figcaption><strong>002</strong> blowjob - laying - front view/0003.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0004.jpg" alt="blowjob - laying - front view/0004.jpg">
+<figcaption><strong>003</strong> blowjob - laying - front view/0004.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0010.jpg" alt="blowjob - laying - front view/0010.jpg">
+<figcaption><strong>004</strong> blowjob - laying - front view/0010.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0010_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0010_2.jpg" alt="blowjob - laying - front view/0010_2.jpg">
+<figcaption><strong>005</strong> blowjob - laying - front view/0010_2.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/0018.jpg" alt="blowjob - laying - front view/0018.jpg">
+<figcaption><strong>006</strong> blowjob - laying - front view/0018.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/48.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/48.jpg" alt="blowjob - laying - front view/48.jpg">
+<figcaption><strong>007</strong> blowjob - laying - front view/48.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/64.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/64.jpg" alt="blowjob - laying - front view/64.jpg">
+<figcaption><strong>008</strong> blowjob - laying - front view/64.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/69.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/69.jpg" alt="blowjob - laying - front view/69.jpg">
+<figcaption><strong>009</strong> blowjob - laying - front view/69.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/90.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/90.jpg" alt="blowjob - laying - front view/90.jpg">
+<figcaption><strong>010</strong> blowjob - laying - front view/90.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/91.jpg" alt="blowjob - laying - front view/91.jpg">
+<figcaption><strong>011</strong> blowjob - laying - front view/91.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/94.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/94.jpg" alt="blowjob - laying - front view/94.jpg">
+<figcaption><strong>012</strong> blowjob - laying - front view/94.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/122.jpg" alt="blowjob - laying - front view/122.jpg">
+<figcaption><strong>013</strong> blowjob - laying - front view/122.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/124.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/124.jpg" alt="blowjob - laying - front view/124.jpg">
+<figcaption><strong>014</strong> blowjob - laying - front view/124.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/133.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/133.jpg" alt="blowjob - laying - front view/133.jpg">
+<figcaption><strong>015</strong> blowjob - laying - front view/133.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/165.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/165.jpg" alt="blowjob - laying - front view/165.jpg">
+<figcaption><strong>016</strong> blowjob - laying - front view/165.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/171.jpg" alt="blowjob - laying - front view/171.jpg">
+<figcaption><strong>017</strong> blowjob - laying - front view/171.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/184.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/184.jpg" alt="blowjob - laying - front view/184.jpg">
+<figcaption><strong>018</strong> blowjob - laying - front view/184.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/226.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/226.jpg" alt="blowjob - laying - front view/226.jpg">
+<figcaption><strong>019</strong> blowjob - laying - front view/226.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/274.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/274.jpg" alt="blowjob - laying - front view/274.jpg">
+<figcaption><strong>020</strong> blowjob - laying - front view/274.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/283.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/283.jpg" alt="blowjob - laying - front view/283.jpg">
+<figcaption><strong>021</strong> blowjob - laying - front view/283.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/319.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/319.jpg" alt="blowjob - laying - front view/319.jpg">
+<figcaption><strong>022</strong> blowjob - laying - front view/319.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/507.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/507.jpg" alt="blowjob - laying - front view/507.jpg">
+<figcaption><strong>023</strong> blowjob - laying - front view/507.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_blowjob_laying_front_view" data-reference-image="blowjob - laying - front view/512.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/512.jpg" alt="blowjob - laying - front view/512.jpg">
+<figcaption><strong>024</strong> blowjob - laying - front view/512.jpg<span class="bucket-slot">bucket: front_view / normal_blowjob_laying_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/615.jpg" alt="blowjob - laying - front view/615.jpg">
+<figcaption><strong>025</strong> blowjob - laying - front view/615.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="blowjob - laying - front view/618.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/blowjob%20-%20laying%20-%20front%20view/618.jpg" alt="blowjob - laying - front view/618.jpg">
+<figcaption><strong>026</strong> blowjob - laying - front view/618.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/blowjob_laying_front_view_review_manifest.json b/ab_batches/normal_camera/review/blowjob_laying_front_view_review_manifest.json
new file mode 100644
index 0000000..1243894
--- /dev/null
+++ b/ab_batches/normal_camera/review/blowjob_laying_front_view_review_manifest.json
@@ -0,0 +1,525 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "blowjob - laying - front view",
+  "folder_alias": {
+    "exact_source_folder": "blowjob - laying - front view",
+    "canonical_folder": "blowjob - laying - front view",
+    "canonical_key": "blowjob_laying_front_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 26,
+  "action_family": "blowjob",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_blowjob_laying_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "blowjob - laying - front view/0001.jpg",
+        "blowjob - laying - front view/0003.jpg",
+        "blowjob - laying - front view/0004.jpg",
+        "blowjob - laying - front view/0010.jpg",
+        "blowjob - laying - front view/0010_2.jpg",
+        "blowjob - laying - front view/0018.jpg",
+        "blowjob - laying - front view/48.jpg",
+        "blowjob - laying - front view/69.jpg",
+        "blowjob - laying - front view/91.jpg",
+        "blowjob - laying - front view/94.jpg",
+        "blowjob - laying - front view/122.jpg",
+        "blowjob - laying - front view/171.jpg",
+        "blowjob - laying - front view/184.jpg",
+        "blowjob - laying - front view/274.jpg",
+        "blowjob - laying - front view/512.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "blowjob - laying - front view/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "blowjob - laying - front view/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "reference_image": "blowjob - laying - front view/0004.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "blowjob - laying - front view/0010.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "blowjob - laying - front view/0010_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "blowjob - laying - front view/0018.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "blowjob - laying - front view/48.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "blowjob - laying - front view/64.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "blowjob - laying - front view/69.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 9
+    },
+    {
+      "index": 10,
+      "reference_image": "blowjob - laying - front view/90.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "blowjob - laying - front view/91.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 11
+    },
+    {
+      "reference_image": "blowjob - laying - front view/94.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 12
+    },
+    {
+      "reference_image": "blowjob - laying - front view/122.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "blowjob - laying - front view/124.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
+      "reference_image": "blowjob - laying - front view/133.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "blowjob - laying - front view/165.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "blowjob - laying - front view/171.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 17
+    },
+    {
+      "reference_image": "blowjob - laying - front view/184.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 18
+    },
+    {
+      "index": 19,
+      "reference_image": "blowjob - laying - front view/226.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "blowjob - laying - front view/274.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 20
+    },
+    {
+      "index": 21,
+      "reference_image": "blowjob - laying - front view/283.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 22,
+      "reference_image": "blowjob - laying - front view/319.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 23,
+      "reference_image": "blowjob - laying - front view/507.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "blowjob - laying - front view/512.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_blowjob_laying_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset.",
+      "index": 24
+    },
+    {
+      "index": 25,
+      "reference_image": "blowjob - laying - front view/615.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 26,
+      "reference_image": "blowjob - laying - front view/618.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 26,
+      "image_count": 26,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "blowjob - laying - front view/0001.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "blowjob - laying - front view/0003.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "blowjob - laying - front view/0004.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "blowjob - laying - front view/0010.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "blowjob - laying - front view/0010_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "blowjob - laying - front view/0018.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "blowjob - laying - front view/48.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "blowjob - laying - front view/64.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "blowjob - laying - front view/69.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 10,
+          "reference_image": "blowjob - laying - front view/90.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "blowjob - laying - front view/91.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 12,
+          "reference_image": "blowjob - laying - front view/94.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 13,
+          "reference_image": "blowjob - laying - front view/122.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "blowjob - laying - front view/124.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "blowjob - laying - front view/133.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 16,
+          "reference_image": "blowjob - laying - front view/165.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "blowjob - laying - front view/171.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 18,
+          "reference_image": "blowjob - laying - front view/184.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 19,
+          "reference_image": "blowjob - laying - front view/226.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "blowjob - laying - front view/274.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 21,
+          "reference_image": "blowjob - laying - front view/283.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "blowjob - laying - front view/319.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "blowjob - laying - front view/507.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "blowjob - laying - front view/512.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_blowjob_laying_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing laying oral-contact route as a broad but coherent third-person camera family. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 25,
+          "reference_image": "blowjob - laying - front view/615.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "blowjob - laying - front view/618.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/boobjob_contact_sheet.html b/ab_batches/normal_camera/review/boobjob_contact_sheet.html
new file mode 100644
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+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: boobjob</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: boobjob</h1>
+<p class="meta">No-generation contact sheet. 19 JPGs from <code>boobjob</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>boobjob</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-19</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/0017.jpg" alt="boobjob/0017.jpg">
+<figcaption><strong>001</strong> boobjob/0017.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/0018.jpg" alt="boobjob/0018.jpg">
+<figcaption><strong>002</strong> boobjob/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/0018_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/0018_2.jpg" alt="boobjob/0018_2.jpg">
+<figcaption><strong>003</strong> boobjob/0018_2.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_mixed_camera_folder_pool" data-reference-image="boobjob/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/91.jpg" alt="boobjob/91.jpg">
+<figcaption><strong>004</strong> boobjob/91.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_boobjob_front_close_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/141.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/141.jpg" alt="boobjob/141.jpg">
+<figcaption><strong>005</strong> boobjob/141.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/182.jpg" alt="boobjob/182.jpg">
+<figcaption><strong>006</strong> boobjob/182.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/186.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/186.jpg" alt="boobjob/186.jpg">
+<figcaption><strong>007</strong> boobjob/186.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/186_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/186_2.jpg" alt="boobjob/186_2.jpg">
+<figcaption><strong>008</strong> boobjob/186_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/218.jpg" alt="boobjob/218.jpg">
+<figcaption><strong>009</strong> boobjob/218.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/225.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/225.jpg" alt="boobjob/225.jpg">
+<figcaption><strong>010</strong> boobjob/225.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/259.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/259.jpg" alt="boobjob/259.jpg">
+<figcaption><strong>011</strong> boobjob/259.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/297.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/297.jpg" alt="boobjob/297.jpg">
+<figcaption><strong>012</strong> boobjob/297.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/327.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/327.jpg" alt="boobjob/327.jpg">
+<figcaption><strong>013</strong> boobjob/327.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/588.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/588.jpg" alt="boobjob/588.jpg">
+<figcaption><strong>014</strong> boobjob/588.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/592.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/592.jpg" alt="boobjob/592.jpg">
+<figcaption><strong>015</strong> boobjob/592.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/598.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/598.jpg" alt="boobjob/598.jpg">
+<figcaption><strong>016</strong> boobjob/598.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="boobjob/601.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/601.jpg" alt="boobjob/601.jpg">
+<figcaption><strong>017</strong> boobjob/601.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/615.jpg" alt="boobjob/615.jpg">
+<figcaption><strong>018</strong> boobjob/615.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_boobjob_front_close_view" data-reference-image="boobjob/618.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/boobjob/618.jpg" alt="boobjob/618.jpg">
+<figcaption><strong>019</strong> boobjob/618.jpg<span class="bucket-slot">bucket: front_view / normal_boobjob_front_close_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/boobjob_review_manifest.json b/ab_batches/normal_camera/review/boobjob_review_manifest.json
new file mode 100644
index 0000000..ace19f7
--- /dev/null
+++ b/ab_batches/normal_camera/review/boobjob_review_manifest.json
@@ -0,0 +1,410 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "boobjob",
+  "folder_alias": {
+    "exact_source_folder": "boobjob",
+    "canonical_folder": "boobjob",
+    "canonical_key": "boobjob",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 19,
+  "action_family": "boobjob",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "boobjob/0017.jpg",
+        "boobjob/259.jpg",
+        "boobjob/91.jpg"
+      ],
+      "evidence_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder includes useful front-close material, but side, standing, foreground-heavy, and downward/crop-drifting examples keep it from being one locked prompt-ready camera route."
+    },
+    {
+      "variant_key": "normal_boobjob_front_close_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "boobjob/0017.jpg",
+        "boobjob/0018_2.jpg",
+        "boobjob/141.jpg",
+        "boobjob/186.jpg",
+        "boobjob/218.jpg",
+        "boobjob/259.jpg",
+        "boobjob/327.jpg",
+        "boobjob/588.jpg",
+        "boobjob/592.jpg",
+        "boobjob/598.jpg",
+        "boobjob/615.jpg",
+        "boobjob/618.jpg"
+      ],
+      "evidence_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "boobjob/0017.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "boobjob/0018.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/0018_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "boobjob/91.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder includes useful front-close material, but side, standing, foreground-heavy, and downward/crop-drifting examples keep it from being one locked prompt-ready camera route.",
+      "index": 4
+    },
+    {
+      "reference_image": "boobjob/141.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "boobjob/182.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/186.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "boobjob/186_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/218.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 9
+    },
+    {
+      "index": 10,
+      "reference_image": "boobjob/225.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/259.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 11
+    },
+    {
+      "index": 12,
+      "reference_image": "boobjob/297.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/327.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 13
+    },
+    {
+      "reference_image": "boobjob/588.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 14
+    },
+    {
+      "reference_image": "boobjob/592.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 15
+    },
+    {
+      "reference_image": "boobjob/598.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 16
+    },
+    {
+      "index": 17,
+      "reference_image": "boobjob/601.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "boobjob/615.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 18
+    },
+    {
+      "reference_image": "boobjob/618.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset.",
+      "index": 19
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 19,
+      "image_count": 19,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "boobjob/0017.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "boobjob/0018.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 3,
+          "reference_image": "boobjob/0018_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "boobjob/91.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
+          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder includes useful front-close material, but side, standing, foreground-heavy, and downward/crop-drifting examples keep it from being one locked prompt-ready camera route."
+        },
+        {
+          "index": 5,
+          "reference_image": "boobjob/141.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "boobjob/182.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 7,
+          "reference_image": "boobjob/186.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "boobjob/186_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "boobjob/218.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 10,
+          "reference_image": "boobjob/225.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "boobjob/259.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 12,
+          "reference_image": "boobjob/297.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "boobjob/327.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "boobjob/588.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 15,
+          "reference_image": "boobjob/592.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 16,
+          "reference_image": "boobjob/598.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 17,
+          "reference_image": "boobjob/601.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "boobjob/615.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        },
+        {
+          "index": 19,
+          "reference_image": "boobjob/618.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_view",
+          "notes": "Residual-pool review found a repeated front-close third-person family where face or upper body remains readable and the contact action stays centered. Side, standing, foreground-heavy, and downward/crop-drifting outliers remain outside this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/breast_sucking_side_view_contact_sheet.html b/ab_batches/normal_camera/review/breast_sucking_side_view_contact_sheet.html
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+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: breast sucking - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: breast sucking - side view</h1>
+<p class="meta">No-generation contact sheet. 43 JPGs from <code>breast sucking - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>breast sucking - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0003.jpg" alt="breast sucking - side view/0003.jpg">
+<figcaption><strong>001</strong> breast sucking - side view/0003.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0005.jpg" alt="breast sucking - side view/0005.jpg">
+<figcaption><strong>002</strong> breast sucking - side view/0005.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0007.jpg" alt="breast sucking - side view/0007.jpg">
+<figcaption><strong>003</strong> breast sucking - side view/0007.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0008.jpg" alt="breast sucking - side view/0008.jpg">
+<figcaption><strong>004</strong> breast sucking - side view/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0009.jpg" alt="breast sucking - side view/0009.jpg">
+<figcaption><strong>005</strong> breast sucking - side view/0009.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0010.jpg" alt="breast sucking - side view/0010.jpg">
+<figcaption><strong>006</strong> breast sucking - side view/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/0010_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0010_2.jpg" alt="breast sucking - side view/0010_2.jpg">
+<figcaption><strong>007</strong> breast sucking - side view/0010_2.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0012.jpg" alt="breast sucking - side view/0012.jpg">
+<figcaption><strong>008</strong> breast sucking - side view/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0016.jpg" alt="breast sucking - side view/0016.jpg">
+<figcaption><strong>009</strong> breast sucking - side view/0016.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/0017.jpg" alt="breast sucking - side view/0017.jpg">
+<figcaption><strong>010</strong> breast sucking - side view/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/56.jpg" alt="breast sucking - side view/56.jpg">
+<figcaption><strong>011</strong> breast sucking - side view/56.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/65.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/65.jpg" alt="breast sucking - side view/65.jpg">
+<figcaption><strong>012</strong> breast sucking - side view/65.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/79.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/79.jpg" alt="breast sucking - side view/79.jpg">
+<figcaption><strong>013</strong> breast sucking - side view/79.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/91.jpg" alt="breast sucking - side view/91.jpg">
+<figcaption><strong>014</strong> breast sucking - side view/91.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/91_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/91_2.jpg" alt="breast sucking - side view/91_2.jpg">
+<figcaption><strong>015</strong> breast sucking - side view/91_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/99.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/99.jpg" alt="breast sucking - side view/99.jpg">
+<figcaption><strong>016</strong> breast sucking - side view/99.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/182.jpg" alt="breast sucking - side view/182.jpg">
+<figcaption><strong>017</strong> breast sucking - side view/182.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/186.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/186.jpg" alt="breast sucking - side view/186.jpg">
+<figcaption><strong>018</strong> breast sucking - side view/186.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/188.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/188.jpg" alt="breast sucking - side view/188.jpg">
+<figcaption><strong>019</strong> breast sucking - side view/188.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/191.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/191.jpg" alt="breast sucking - side view/191.jpg">
+<figcaption><strong>020</strong> breast sucking - side view/191.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/218.jpg" alt="breast sucking - side view/218.jpg">
+<figcaption><strong>021</strong> breast sucking - side view/218.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/234.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/234.jpg" alt="breast sucking - side view/234.jpg">
+<figcaption><strong>022</strong> breast sucking - side view/234.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/237.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/237.jpg" alt="breast sucking - side view/237.jpg">
+<figcaption><strong>023</strong> breast sucking - side view/237.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/239.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/239.jpg" alt="breast sucking - side view/239.jpg">
+<figcaption><strong>024</strong> breast sucking - side view/239.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/244.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/244.jpg" alt="breast sucking - side view/244.jpg">
+<figcaption><strong>025</strong> breast sucking - side view/244.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/248.jpg" alt="breast sucking - side view/248.jpg">
+<figcaption><strong>026</strong> breast sucking - side view/248.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/251.jpg" alt="breast sucking - side view/251.jpg">
+<figcaption><strong>027</strong> breast sucking - side view/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/257.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/257.jpg" alt="breast sucking - side view/257.jpg">
+<figcaption><strong>028</strong> breast sucking - side view/257.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/267.jpg" alt="breast sucking - side view/267.jpg">
+<figcaption><strong>029</strong> breast sucking - side view/267.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/269.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/269.jpg" alt="breast sucking - side view/269.jpg">
+<figcaption><strong>030</strong> breast sucking - side view/269.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/278.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/278.jpg" alt="breast sucking - side view/278.jpg">
+<figcaption><strong>031</strong> breast sucking - side view/278.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/307.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/307.jpg" alt="breast sucking - side view/307.jpg">
+<figcaption><strong>032</strong> breast sucking - side view/307.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/353.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/353.jpg" alt="breast sucking - side view/353.jpg">
+<figcaption><strong>033</strong> breast sucking - side view/353.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_sucking_side_view" data-reference-image="breast sucking - side view/356.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/356.jpg" alt="breast sucking - side view/356.jpg">
+<figcaption><strong>034</strong> breast sucking - side view/356.jpg<span class="bucket-slot">bucket: side_view / normal_breast_sucking_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/357.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/357.jpg" alt="breast sucking - side view/357.jpg">
+<figcaption><strong>035</strong> breast sucking - side view/357.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/370.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/370.jpg" alt="breast sucking - side view/370.jpg">
+<figcaption><strong>036</strong> breast sucking - side view/370.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/501.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/501.jpg" alt="breast sucking - side view/501.jpg">
+<figcaption><strong>037</strong> breast sucking - side view/501.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/503.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/503.jpg" alt="breast sucking - side view/503.jpg">
+<figcaption><strong>038</strong> breast sucking - side view/503.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/511.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/511.jpg" alt="breast sucking - side view/511.jpg">
+<figcaption><strong>039</strong> breast sucking - side view/511.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/539.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/539.jpg" alt="breast sucking - side view/539.jpg">
+<figcaption><strong>040</strong> breast sucking - side view/539.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-43</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/567.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/567.jpg" alt="breast sucking - side view/567.jpg">
+<figcaption><strong>041</strong> breast sucking - side view/567.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/568.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/568.jpg" alt="breast sucking - side view/568.jpg">
+<figcaption><strong>042</strong> breast sucking - side view/568.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast sucking - side view/610.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20sucking%20-%20side%20view/610.jpg" alt="breast sucking - side view/610.jpg">
+<figcaption><strong>043</strong> breast sucking - side view/610.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/breast_sucking_side_view_review_manifest.json b/ab_batches/normal_camera/review/breast_sucking_side_view_review_manifest.json
new file mode 100644
index 0000000..fae2ab5
--- /dev/null
+++ b/ab_batches/normal_camera/review/breast_sucking_side_view_review_manifest.json
@@ -0,0 +1,840 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "breast sucking - side view",
+  "folder_alias": {
+    "exact_source_folder": "breast sucking - side view",
+    "canonical_folder": "breast sucking - side view",
+    "canonical_key": "breast_sucking_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 43,
+  "action_family": "breast_contact",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_breast_sucking_side_view",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "breast sucking - side view/0003.jpg",
+        "breast sucking - side view/0005.jpg",
+        "breast sucking - side view/0007.jpg",
+        "breast sucking - side view/0009.jpg",
+        "breast sucking - side view/0010_2.jpg",
+        "breast sucking - side view/182.jpg",
+        "breast sucking - side view/186.jpg",
+        "breast sucking - side view/218.jpg",
+        "breast sucking - side view/234.jpg",
+        "breast sucking - side view/244.jpg",
+        "breast sucking - side view/257.jpg",
+        "breast sucking - side view/267.jpg",
+        "breast sucking - side view/269.jpg",
+        "breast sucking - side view/356.jpg",
+        "breast sucking - side view/99.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed a repeated side/near-side mouth-contact family across standing and seated contexts. References were expanded while front-only, hand-touch-only, and weak-contact examples remain outside the selected subset."
+    }
+  ],
+  "review_items": [
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+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated side/near-side mouth-contact family across standing and seated contexts. References were expanded while front-only, hand-touch-only, and weak-contact examples remain outside the selected subset.",
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+      "selection_date": "2026-07-02",
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+    },
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+    },
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+      "review_notes": "",
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+    },
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+      "selection_date": "2026-07-02",
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+    },
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+      "index": 16
+    },
+    {
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+    },
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+    },
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+      "review_bucket": "side_view",
+      "variant_key": "normal_breast_sucking_side_view",
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+      "review_notes": "Residual-pool review confirmed a repeated side/near-side mouth-contact family across standing and seated contexts. References were expanded while front-only, hand-touch-only, and weak-contact examples remain outside the selected subset.",
+      "index": 25
+    },
+    {
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+      "reference_image": "breast sucking - side view/248.jpg",
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+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
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+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated side/near-side mouth-contact family across standing and seated contexts. References were expanded while front-only, hand-touch-only, and weak-contact examples remain outside the selected subset.",
+      "index": 28
+    },
+    {
+      "reference_image": "breast sucking - side view/267.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_breast_sucking_side_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated side/near-side mouth-contact family across standing and seated contexts. References were expanded while front-only, hand-touch-only, and weak-contact examples remain outside the selected subset.",
+      "index": 29
+    },
+    {
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+}
diff --git a/ab_batches/normal_camera/review/breast_touching_front_view_contact_sheet.html b/ab_batches/normal_camera/review/breast_touching_front_view_contact_sheet.html
new file mode 100644
index 0000000..6f96638
--- /dev/null
+++ b/ab_batches/normal_camera/review/breast_touching_front_view_contact_sheet.html
@@ -0,0 +1,137 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: breast - touching - front view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: breast - touching - front view</h1>
+<p class="meta">No-generation contact sheet. 25 JPGs from <code>breast - touching - front view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>breast - touching - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-25</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/0006.jpg" alt="breast - touching - front view/0006.jpg">
+<figcaption><strong>001</strong> breast - touching - front view/0006.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/0006_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/0006_2.jpg" alt="breast - touching - front view/0006_2.jpg">
+<figcaption><strong>002</strong> breast - touching - front view/0006_2.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/12.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/12.jpg" alt="breast - touching - front view/12.jpg">
+<figcaption><strong>003</strong> breast - touching - front view/12.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/0014.jpg" alt="breast - touching - front view/0014.jpg">
+<figcaption><strong>004</strong> breast - touching - front view/0014.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/0015.jpg" alt="breast - touching - front view/0015.jpg">
+<figcaption><strong>005</strong> breast - touching - front view/0015.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/16.jpg" alt="breast - touching - front view/16.jpg">
+<figcaption><strong>006</strong> breast - touching - front view/16.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/0017.jpg" alt="breast - touching - front view/0017.jpg">
+<figcaption><strong>007</strong> breast - touching - front view/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/29.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/29.jpg" alt="breast - touching - front view/29.jpg">
+<figcaption><strong>008</strong> breast - touching - front view/29.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/56.jpg" alt="breast - touching - front view/56.jpg">
+<figcaption><strong>009</strong> breast - touching - front view/56.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/72.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/72.jpg" alt="breast - touching - front view/72.jpg">
+<figcaption><strong>010</strong> breast - touching - front view/72.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/179.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/179.jpg" alt="breast - touching - front view/179.jpg">
+<figcaption><strong>011</strong> breast - touching - front view/179.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/183.jpg" alt="breast - touching - front view/183.jpg">
+<figcaption><strong>012</strong> breast - touching - front view/183.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/220.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/220.jpg" alt="breast - touching - front view/220.jpg">
+<figcaption><strong>013</strong> breast - touching - front view/220.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/244.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/244.jpg" alt="breast - touching - front view/244.jpg">
+<figcaption><strong>014</strong> breast - touching - front view/244.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/246.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/246.jpg" alt="breast - touching - front view/246.jpg">
+<figcaption><strong>015</strong> breast - touching - front view/246.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/248.jpg" alt="breast - touching - front view/248.jpg">
+<figcaption><strong>016</strong> breast - touching - front view/248.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/281.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/281.jpg" alt="breast - touching - front view/281.jpg">
+<figcaption><strong>017</strong> breast - touching - front view/281.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/290.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/290.jpg" alt="breast - touching - front view/290.jpg">
+<figcaption><strong>018</strong> breast - touching - front view/290.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/294.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/294.jpg" alt="breast - touching - front view/294.jpg">
+<figcaption><strong>019</strong> breast - touching - front view/294.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/318.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/318.jpg" alt="breast - touching - front view/318.jpg">
+<figcaption><strong>020</strong> breast - touching - front view/318.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/348.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/348.jpg" alt="breast - touching - front view/348.jpg">
+<figcaption><strong>021</strong> breast - touching - front view/348.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_breast_contact_front_view" data-reference-image="breast - touching - front view/361.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/361.jpg" alt="breast - touching - front view/361.jpg">
+<figcaption><strong>022</strong> breast - touching - front view/361.jpg<span class="bucket-slot">bucket: front_view / normal_breast_contact_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/497.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/497.jpg" alt="breast - touching - front view/497.jpg">
+<figcaption><strong>023</strong> breast - touching - front view/497.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/539.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/539.jpg" alt="breast - touching - front view/539.jpg">
+<figcaption><strong>024</strong> breast - touching - front view/539.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breast - touching - front view/598.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breast%20-%20touching%20-%20front%20view/598.jpg" alt="breast - touching - front view/598.jpg">
+<figcaption><strong>025</strong> breast - touching - front view/598.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/breast_touching_front_view_review_manifest.json b/ab_batches/normal_camera/review/breast_touching_front_view_review_manifest.json
new file mode 100644
index 0000000..d795dcd
--- /dev/null
+++ b/ab_batches/normal_camera/review/breast_touching_front_view_review_manifest.json
@@ -0,0 +1,507 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "breast - touching - front view",
+  "folder_alias": {
+    "exact_source_folder": "breast - touching - front view",
+    "canonical_folder": "breast - touching - front view",
+    "canonical_key": "breast_touching_front_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 25,
+  "action_family": "breast_contact",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_breast_contact_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "breast - touching - front view/0006.jpg",
+        "breast - touching - front view/0006_2.jpg",
+        "breast - touching - front view/12.jpg",
+        "breast - touching - front view/0014.jpg",
+        "breast - touching - front view/0015.jpg",
+        "breast - touching - front view/16.jpg",
+        "breast - touching - front view/56.jpg",
+        "breast - touching - front view/72.jpg",
+        "breast - touching - front view/183.jpg",
+        "breast - touching - front view/220.jpg",
+        "breast - touching - front view/246.jpg",
+        "breast - touching - front view/248.jpg",
+        "breast - touching - front view/281.jpg",
+        "breast - touching - front view/348.jpg",
+        "breast - touching - front view/361.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "breast - touching - front view/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "breast - touching - front view/0006_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "reference_image": "breast - touching - front view/12.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "breast - touching - front view/0014.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "breast - touching - front view/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "breast - touching - front view/16.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "index": 7,
+      "reference_image": "breast - touching - front view/0017.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 8,
+      "reference_image": "breast - touching - front view/29.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "breast - touching - front view/56.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 9
+    },
+    {
+      "reference_image": "breast - touching - front view/72.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 10
+    },
+    {
+      "index": 11,
+      "reference_image": "breast - touching - front view/179.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "breast - touching - front view/183.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 12
+    },
+    {
+      "reference_image": "breast - touching - front view/220.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "breast - touching - front view/244.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "breast - touching - front view/246.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 15
+    },
+    {
+      "reference_image": "breast - touching - front view/248.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 16
+    },
+    {
+      "reference_image": "breast - touching - front view/281.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 17
+    },
+    {
+      "index": 18,
+      "reference_image": "breast - touching - front view/290.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 19,
+      "reference_image": "breast - touching - front view/294.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 20,
+      "reference_image": "breast - touching - front view/318.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "breast - touching - front view/348.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 21
+    },
+    {
+      "reference_image": "breast - touching - front view/361.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_breast_contact_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset.",
+      "index": 22
+    },
+    {
+      "index": 23,
+      "reference_image": "breast - touching - front view/497.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 24,
+      "reference_image": "breast - touching - front view/539.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 25,
+      "reference_image": "breast - touching - front view/598.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 25,
+      "image_count": 25,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "breast - touching - front view/0006.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "breast - touching - front view/0006_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "breast - touching - front view/12.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "breast - touching - front view/0014.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "breast - touching - front view/0015.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "breast - touching - front view/16.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "breast - touching - front view/0017.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 8,
+          "reference_image": "breast - touching - front view/29.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "breast - touching - front view/56.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 10,
+          "reference_image": "breast - touching - front view/72.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 11,
+          "reference_image": "breast - touching - front view/179.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 12,
+          "reference_image": "breast - touching - front view/183.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 13,
+          "reference_image": "breast - touching - front view/220.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "breast - touching - front view/244.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "breast - touching - front view/246.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 16,
+          "reference_image": "breast - touching - front view/248.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 17,
+          "reference_image": "breast - touching - front view/281.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 18,
+          "reference_image": "breast - touching - front view/290.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 19,
+          "reference_image": "breast - touching - front view/294.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "breast - touching - front view/318.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 21,
+          "reference_image": "breast - touching - front view/348.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 22,
+          "reference_image": "breast - touching - front view/361.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_contact_front_view",
+          "notes": "Residual-pool review confirmed the existing front breast-contact route as a coherent third-person camera family across standing, seated, and kneeling contexts. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
+        },
+        {
+          "index": 23,
+          "reference_image": "breast - touching - front view/497.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "breast - touching - front view/539.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 25,
+          "reference_image": "breast - touching - front view/598.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/breasts_exposed_contact_sheet.html b/ab_batches/normal_camera/review/breasts_exposed_contact_sheet.html
new file mode 100644
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+++ b/ab_batches/normal_camera/review/breasts_exposed_contact_sheet.html
@@ -0,0 +1,721 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: breasts exposed</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: breasts exposed</h1>
+<p class="meta">No-generation contact sheet. 168 JPGs from <code>breasts exposed</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>breasts exposed</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0001.jpg" alt="breasts exposed/0001.jpg">
+<figcaption><strong>001</strong> breasts exposed/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/0001_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0001_2.jpg" alt="breasts exposed/0001_2.jpg">
+<figcaption><strong>002</strong> breasts exposed/0001_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/0001_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0001_3.jpg" alt="breasts exposed/0001_3.jpg">
+<figcaption><strong>003</strong> breasts exposed/0001_3.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0002.jpg" alt="breasts exposed/0002.jpg">
+<figcaption><strong>004</strong> breasts exposed/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0002_2.jpg" alt="breasts exposed/0002_2.jpg">
+<figcaption><strong>005</strong> breasts exposed/0002_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0002_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0002_3.jpg" alt="breasts exposed/0002_3.jpg">
+<figcaption><strong>006</strong> breasts exposed/0002_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0003.jpg" alt="breasts exposed/0003.jpg">
+<figcaption><strong>007</strong> breasts exposed/0003.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0005.jpg" alt="breasts exposed/0005.jpg">
+<figcaption><strong>008</strong> breasts exposed/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0006.jpg" alt="breasts exposed/0006.jpg">
+<figcaption><strong>009</strong> breasts exposed/0006.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0007.jpg" alt="breasts exposed/0007.jpg">
+<figcaption><strong>010</strong> breasts exposed/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/0007_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0007_2.jpg" alt="breasts exposed/0007_2.jpg">
+<figcaption><strong>011</strong> breasts exposed/0007_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0007_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0007_3.jpg" alt="breasts exposed/0007_3.jpg">
+<figcaption><strong>012</strong> breasts exposed/0007_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0008.jpg" alt="breasts exposed/0008.jpg">
+<figcaption><strong>013</strong> breasts exposed/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0008_2.jpg" alt="breasts exposed/0008_2.jpg">
+<figcaption><strong>014</strong> breasts exposed/0008_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0010.jpg" alt="breasts exposed/0010.jpg">
+<figcaption><strong>015</strong> breasts exposed/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0011.jpg" alt="breasts exposed/0011.jpg">
+<figcaption><strong>016</strong> breasts exposed/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/0011_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0011_2.jpg" alt="breasts exposed/0011_2.jpg">
+<figcaption><strong>017</strong> breasts exposed/0011_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0012.jpg" alt="breasts exposed/0012.jpg">
+<figcaption><strong>018</strong> breasts exposed/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0012_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0012_2.jpg" alt="breasts exposed/0012_2.jpg">
+<figcaption><strong>019</strong> breasts exposed/0012_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0013.jpg" alt="breasts exposed/0013.jpg">
+<figcaption><strong>020</strong> breasts exposed/0013.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0013_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0013_2.jpg" alt="breasts exposed/0013_2.jpg">
+<figcaption><strong>021</strong> breasts exposed/0013_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0013_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0013_3.jpg" alt="breasts exposed/0013_3.jpg">
+<figcaption><strong>022</strong> breasts exposed/0013_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0013_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0013_4.jpg" alt="breasts exposed/0013_4.jpg">
+<figcaption><strong>023</strong> breasts exposed/0013_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0014.jpg" alt="breasts exposed/0014.jpg">
+<figcaption><strong>024</strong> breasts exposed/0014.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0019.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0019.jpg" alt="breasts exposed/0019.jpg">
+<figcaption><strong>025</strong> breasts exposed/0019.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/0019_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/0019_2.jpg" alt="breasts exposed/0019_2.jpg">
+<figcaption><strong>026</strong> breasts exposed/0019_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/40.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/40.jpg" alt="breasts exposed/40.jpg">
+<figcaption><strong>027</strong> breasts exposed/40.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/40_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/40_2.jpg" alt="breasts exposed/40_2.jpg">
+<figcaption><strong>028</strong> breasts exposed/40_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/44.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/44.jpg" alt="breasts exposed/44.jpg">
+<figcaption><strong>029</strong> breasts exposed/44.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/46.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/46.jpg" alt="breasts exposed/46.jpg">
+<figcaption><strong>030</strong> breasts exposed/46.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/49.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/49.jpg" alt="breasts exposed/49.jpg">
+<figcaption><strong>031</strong> breasts exposed/49.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/52.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/52.jpg" alt="breasts exposed/52.jpg">
+<figcaption><strong>032</strong> breasts exposed/52.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/56.jpg" alt="breasts exposed/56.jpg">
+<figcaption><strong>033</strong> breasts exposed/56.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/76.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/76.jpg" alt="breasts exposed/76.jpg">
+<figcaption><strong>034</strong> breasts exposed/76.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/80.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/80.jpg" alt="breasts exposed/80.jpg">
+<figcaption><strong>035</strong> breasts exposed/80.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/83.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/83.jpg" alt="breasts exposed/83.jpg">
+<figcaption><strong>036</strong> breasts exposed/83.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/91.jpg" alt="breasts exposed/91.jpg">
+<figcaption><strong>037</strong> breasts exposed/91.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/95.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/95.jpg" alt="breasts exposed/95.jpg">
+<figcaption><strong>038</strong> breasts exposed/95.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/97.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/97.jpg" alt="breasts exposed/97.jpg">
+<figcaption><strong>039</strong> breasts exposed/97.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/101.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/101.jpg" alt="breasts exposed/101.jpg">
+<figcaption><strong>040</strong> breasts exposed/101.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/101_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/101_2.jpg" alt="breasts exposed/101_2.jpg">
+<figcaption><strong>041</strong> breasts exposed/101_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/112.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/112.jpg" alt="breasts exposed/112.jpg">
+<figcaption><strong>042</strong> breasts exposed/112.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/114.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/114.jpg" alt="breasts exposed/114.jpg">
+<figcaption><strong>043</strong> breasts exposed/114.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/119.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/119.jpg" alt="breasts exposed/119.jpg">
+<figcaption><strong>044</strong> breasts exposed/119.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/119_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/119_2.jpg" alt="breasts exposed/119_2.jpg">
+<figcaption><strong>045</strong> breasts exposed/119_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/121.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/121.jpg" alt="breasts exposed/121.jpg">
+<figcaption><strong>046</strong> breasts exposed/121.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/134.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/134.jpg" alt="breasts exposed/134.jpg">
+<figcaption><strong>047</strong> breasts exposed/134.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/134_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/134_2.jpg" alt="breasts exposed/134_2.jpg">
+<figcaption><strong>048</strong> breasts exposed/134_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/138.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/138.jpg" alt="breasts exposed/138.jpg">
+<figcaption><strong>049</strong> breasts exposed/138.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/138_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/138_2.jpg" alt="breasts exposed/138_2.jpg">
+<figcaption><strong>050</strong> breasts exposed/138_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/141.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/141.jpg" alt="breasts exposed/141.jpg">
+<figcaption><strong>051</strong> breasts exposed/141.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/154.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/154.jpg" alt="breasts exposed/154.jpg">
+<figcaption><strong>052</strong> breasts exposed/154.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/155.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/155.jpg" alt="breasts exposed/155.jpg">
+<figcaption><strong>053</strong> breasts exposed/155.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/156.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/156.jpg" alt="breasts exposed/156.jpg">
+<figcaption><strong>054</strong> breasts exposed/156.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/158.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/158.jpg" alt="breasts exposed/158.jpg">
+<figcaption><strong>055</strong> breasts exposed/158.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/165.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/165.jpg" alt="breasts exposed/165.jpg">
+<figcaption><strong>056</strong> breasts exposed/165.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/168.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/168.jpg" alt="breasts exposed/168.jpg">
+<figcaption><strong>057</strong> breasts exposed/168.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/169.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/169.jpg" alt="breasts exposed/169.jpg">
+<figcaption><strong>058</strong> breasts exposed/169.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/173.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/173.jpg" alt="breasts exposed/173.jpg">
+<figcaption><strong>059</strong> breasts exposed/173.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/174.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/174.jpg" alt="breasts exposed/174.jpg">
+<figcaption><strong>060</strong> breasts exposed/174.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/175.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/175.jpg" alt="breasts exposed/175.jpg">
+<figcaption><strong>061</strong> breasts exposed/175.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/181.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/181.jpg" alt="breasts exposed/181.jpg">
+<figcaption><strong>062</strong> breasts exposed/181.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/182.jpg" alt="breasts exposed/182.jpg">
+<figcaption><strong>063</strong> breasts exposed/182.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/182_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/182_2.jpg" alt="breasts exposed/182_2.jpg">
+<figcaption><strong>064</strong> breasts exposed/182_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/190.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/190.jpg" alt="breasts exposed/190.jpg">
+<figcaption><strong>065</strong> breasts exposed/190.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/196.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/196.jpg" alt="breasts exposed/196.jpg">
+<figcaption><strong>066</strong> breasts exposed/196.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/199.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/199.jpg" alt="breasts exposed/199.jpg">
+<figcaption><strong>067</strong> breasts exposed/199.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/204.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/204.jpg" alt="breasts exposed/204.jpg">
+<figcaption><strong>068</strong> breasts exposed/204.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/206.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/206.jpg" alt="breasts exposed/206.jpg">
+<figcaption><strong>069</strong> breasts exposed/206.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/207.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/207.jpg" alt="breasts exposed/207.jpg">
+<figcaption><strong>070</strong> breasts exposed/207.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/208.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/208.jpg" alt="breasts exposed/208.jpg">
+<figcaption><strong>071</strong> breasts exposed/208.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/213.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/213.jpg" alt="breasts exposed/213.jpg">
+<figcaption><strong>072</strong> breasts exposed/213.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/215.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/215.jpg" alt="breasts exposed/215.jpg">
+<figcaption><strong>073</strong> breasts exposed/215.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/218.jpg" alt="breasts exposed/218.jpg">
+<figcaption><strong>074</strong> breasts exposed/218.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/227.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/227.jpg" alt="breasts exposed/227.jpg">
+<figcaption><strong>075</strong> breasts exposed/227.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/230.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/230.jpg" alt="breasts exposed/230.jpg">
+<figcaption><strong>076</strong> breasts exposed/230.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/232.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/232.jpg" alt="breasts exposed/232.jpg">
+<figcaption><strong>077</strong> breasts exposed/232.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/234.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/234.jpg" alt="breasts exposed/234.jpg">
+<figcaption><strong>078</strong> breasts exposed/234.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/234_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/234_2.jpg" alt="breasts exposed/234_2.jpg">
+<figcaption><strong>079</strong> breasts exposed/234_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/234_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/234_3.jpg" alt="breasts exposed/234_3.jpg">
+<figcaption><strong>080</strong> breasts exposed/234_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-120</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/235.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/235.jpg" alt="breasts exposed/235.jpg">
+<figcaption><strong>081</strong> breasts exposed/235.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/237.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/237.jpg" alt="breasts exposed/237.jpg">
+<figcaption><strong>082</strong> breasts exposed/237.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/242.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/242.jpg" alt="breasts exposed/242.jpg">
+<figcaption><strong>083</strong> breasts exposed/242.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/244.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/244.jpg" alt="breasts exposed/244.jpg">
+<figcaption><strong>084</strong> breasts exposed/244.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/248.jpg" alt="breasts exposed/248.jpg">
+<figcaption><strong>085</strong> breasts exposed/248.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/249.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/249.jpg" alt="breasts exposed/249.jpg">
+<figcaption><strong>086</strong> breasts exposed/249.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/250.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/250.jpg" alt="breasts exposed/250.jpg">
+<figcaption><strong>087</strong> breasts exposed/250.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/255.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/255.jpg" alt="breasts exposed/255.jpg">
+<figcaption><strong>088</strong> breasts exposed/255.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/259.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/259.jpg" alt="breasts exposed/259.jpg">
+<figcaption><strong>089</strong> breasts exposed/259.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/263.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/263.jpg" alt="breasts exposed/263.jpg">
+<figcaption><strong>090</strong> breasts exposed/263.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/263_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/263_2.jpg" alt="breasts exposed/263_2.jpg">
+<figcaption><strong>091</strong> breasts exposed/263_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/267.jpg" alt="breasts exposed/267.jpg">
+<figcaption><strong>092</strong> breasts exposed/267.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/270.jpg" alt="breasts exposed/270.jpg">
+<figcaption><strong>093</strong> breasts exposed/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/271.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/271.jpg" alt="breasts exposed/271.jpg">
+<figcaption><strong>094</strong> breasts exposed/271.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/273.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/273.jpg" alt="breasts exposed/273.jpg">
+<figcaption><strong>095</strong> breasts exposed/273.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/275.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/275.jpg" alt="breasts exposed/275.jpg">
+<figcaption><strong>096</strong> breasts exposed/275.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/275_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/275_2.jpg" alt="breasts exposed/275_2.jpg">
+<figcaption><strong>097</strong> breasts exposed/275_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/280.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/280.jpg" alt="breasts exposed/280.jpg">
+<figcaption><strong>098</strong> breasts exposed/280.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/280_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/280_2.jpg" alt="breasts exposed/280_2.jpg">
+<figcaption><strong>099</strong> breasts exposed/280_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/284.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/284.jpg" alt="breasts exposed/284.jpg">
+<figcaption><strong>100</strong> breasts exposed/284.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/285.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/285.jpg" alt="breasts exposed/285.jpg">
+<figcaption><strong>101</strong> breasts exposed/285.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/292.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/292.jpg" alt="breasts exposed/292.jpg">
+<figcaption><strong>102</strong> breasts exposed/292.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/293.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/293.jpg" alt="breasts exposed/293.jpg">
+<figcaption><strong>103</strong> breasts exposed/293.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/296.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/296.jpg" alt="breasts exposed/296.jpg">
+<figcaption><strong>104</strong> breasts exposed/296.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/296_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/296_2.jpg" alt="breasts exposed/296_2.jpg">
+<figcaption><strong>105</strong> breasts exposed/296_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/297.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/297.jpg" alt="breasts exposed/297.jpg">
+<figcaption><strong>106</strong> breasts exposed/297.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/297_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/297_2.jpg" alt="breasts exposed/297_2.jpg">
+<figcaption><strong>107</strong> breasts exposed/297_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/299.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/299.jpg" alt="breasts exposed/299.jpg">
+<figcaption><strong>108</strong> breasts exposed/299.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/300.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/300.jpg" alt="breasts exposed/300.jpg">
+<figcaption><strong>109</strong> breasts exposed/300.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/302.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/302.jpg" alt="breasts exposed/302.jpg">
+<figcaption><strong>110</strong> breasts exposed/302.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/302_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/302_2.jpg" alt="breasts exposed/302_2.jpg">
+<figcaption><strong>111</strong> breasts exposed/302_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/302_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/302_3.jpg" alt="breasts exposed/302_3.jpg">
+<figcaption><strong>112</strong> breasts exposed/302_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/304.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/304.jpg" alt="breasts exposed/304.jpg">
+<figcaption><strong>113</strong> breasts exposed/304.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/305.jpg" alt="breasts exposed/305.jpg">
+<figcaption><strong>114</strong> breasts exposed/305.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/311.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/311.jpg" alt="breasts exposed/311.jpg">
+<figcaption><strong>115</strong> breasts exposed/311.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/311_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/311_2.jpg" alt="breasts exposed/311_2.jpg">
+<figcaption><strong>116</strong> breasts exposed/311_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/313.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/313.jpg" alt="breasts exposed/313.jpg">
+<figcaption><strong>117</strong> breasts exposed/313.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/320.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/320.jpg" alt="breasts exposed/320.jpg">
+<figcaption><strong>118</strong> breasts exposed/320.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/321.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/321.jpg" alt="breasts exposed/321.jpg">
+<figcaption><strong>119</strong> breasts exposed/321.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/322.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/322.jpg" alt="breasts exposed/322.jpg">
+<figcaption><strong>120</strong> breasts exposed/322.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+</div>
+<h2 id="page-04">Page 4: 121-160</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/327.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/327.jpg" alt="breasts exposed/327.jpg">
+<figcaption><strong>121</strong> breasts exposed/327.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/328.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/328.jpg" alt="breasts exposed/328.jpg">
+<figcaption><strong>122</strong> breasts exposed/328.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/331.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/331.jpg" alt="breasts exposed/331.jpg">
+<figcaption><strong>123</strong> breasts exposed/331.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/331_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/331_2.jpg" alt="breasts exposed/331_2.jpg">
+<figcaption><strong>124</strong> breasts exposed/331_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/332.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/332.jpg" alt="breasts exposed/332.jpg">
+<figcaption><strong>125</strong> breasts exposed/332.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/346.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/346.jpg" alt="breasts exposed/346.jpg">
+<figcaption><strong>126</strong> breasts exposed/346.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/348.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/348.jpg" alt="breasts exposed/348.jpg">
+<figcaption><strong>127</strong> breasts exposed/348.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/353.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/353.jpg" alt="breasts exposed/353.jpg">
+<figcaption><strong>128</strong> breasts exposed/353.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/353_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/353_2.jpg" alt="breasts exposed/353_2.jpg">
+<figcaption><strong>129</strong> breasts exposed/353_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/359.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/359.jpg" alt="breasts exposed/359.jpg">
+<figcaption><strong>130</strong> breasts exposed/359.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_standing_front_view" data-reference-image="breasts exposed/368.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/368.jpg" alt="breasts exposed/368.jpg">
+<figcaption><strong>131</strong> breasts exposed/368.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_standing_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/369.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/369.jpg" alt="breasts exposed/369.jpg">
+<figcaption><strong>132</strong> breasts exposed/369.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/369_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/369_2.jpg" alt="breasts exposed/369_2.jpg">
+<figcaption><strong>133</strong> breasts exposed/369_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/373.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/373.jpg" alt="breasts exposed/373.jpg">
+<figcaption><strong>134</strong> breasts exposed/373.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/380.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/380.jpg" alt="breasts exposed/380.jpg">
+<figcaption><strong>135</strong> breasts exposed/380.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/493.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/493.jpg" alt="breasts exposed/493.jpg">
+<figcaption><strong>136</strong> breasts exposed/493.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/493_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/493_2.jpg" alt="breasts exposed/493_2.jpg">
+<figcaption><strong>137</strong> breasts exposed/493_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/498.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/498.jpg" alt="breasts exposed/498.jpg">
+<figcaption><strong>138</strong> breasts exposed/498.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/498_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/498_2.jpg" alt="breasts exposed/498_2.jpg">
+<figcaption><strong>139</strong> breasts exposed/498_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/500.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/500.jpg" alt="breasts exposed/500.jpg">
+<figcaption><strong>140</strong> breasts exposed/500.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/505.jpg" alt="breasts exposed/505.jpg">
+<figcaption><strong>141</strong> breasts exposed/505.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/508.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/508.jpg" alt="breasts exposed/508.jpg">
+<figcaption><strong>142</strong> breasts exposed/508.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/513.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/513.jpg" alt="breasts exposed/513.jpg">
+<figcaption><strong>143</strong> breasts exposed/513.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/518.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/518.jpg" alt="breasts exposed/518.jpg">
+<figcaption><strong>144</strong> breasts exposed/518.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view" data-reference-image="breasts exposed/523.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/523.jpg" alt="breasts exposed/523.jpg">
+<figcaption><strong>145</strong> breasts exposed/523.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_seated_kneeling_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/524.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/524.jpg" alt="breasts exposed/524.jpg">
+<figcaption><strong>146</strong> breasts exposed/524.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/526.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/526.jpg" alt="breasts exposed/526.jpg">
+<figcaption><strong>147</strong> breasts exposed/526.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/526_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/526_2.jpg" alt="breasts exposed/526_2.jpg">
+<figcaption><strong>148</strong> breasts exposed/526_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/529.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/529.jpg" alt="breasts exposed/529.jpg">
+<figcaption><strong>149</strong> breasts exposed/529.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/534.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/534.jpg" alt="breasts exposed/534.jpg">
+<figcaption><strong>150</strong> breasts exposed/534.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/545.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/545.jpg" alt="breasts exposed/545.jpg">
+<figcaption><strong>151</strong> breasts exposed/545.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/556.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/556.jpg" alt="breasts exposed/556.jpg">
+<figcaption><strong>152</strong> breasts exposed/556.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/569.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/569.jpg" alt="breasts exposed/569.jpg">
+<figcaption><strong>153</strong> breasts exposed/569.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/590.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/590.jpg" alt="breasts exposed/590.jpg">
+<figcaption><strong>154</strong> breasts exposed/590.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_side_offset_view" data-reference-image="breasts exposed/590_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/590_2.jpg" alt="breasts exposed/590_2.jpg">
+<figcaption><strong>155</strong> breasts exposed/590_2.jpg<span class="bucket-slot">bucket: side_view / normal_display_breasts_exposed_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/594.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/594.jpg" alt="breasts exposed/594.jpg">
+<figcaption><strong>156</strong> breasts exposed/594.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/594_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/594_2.jpg" alt="breasts exposed/594_2.jpg">
+<figcaption><strong>157</strong> breasts exposed/594_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/594_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/594_3.jpg" alt="breasts exposed/594_3.jpg">
+<figcaption><strong>158</strong> breasts exposed/594_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/607.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/607.jpg" alt="breasts exposed/607.jpg">
+<figcaption><strong>159</strong> breasts exposed/607.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/607_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/607_2.jpg" alt="breasts exposed/607_2.jpg">
+<figcaption><strong>160</strong> breasts exposed/607_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-05">Page 5: 161-168</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/608.jpg" alt="breasts exposed/608.jpg">
+<figcaption><strong>161</strong> breasts exposed/608.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/608_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/608_2.jpg" alt="breasts exposed/608_2.jpg">
+<figcaption><strong>162</strong> breasts exposed/608_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/608_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/608_3.jpg" alt="breasts exposed/608_3.jpg">
+<figcaption><strong>163</strong> breasts exposed/608_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/610.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/610.jpg" alt="breasts exposed/610.jpg">
+<figcaption><strong>164</strong> breasts exposed/610.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/610_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/610_2.jpg" alt="breasts exposed/610_2.jpg">
+<figcaption><strong>165</strong> breasts exposed/610_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/612.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/612.jpg" alt="breasts exposed/612.jpg">
+<figcaption><strong>166</strong> breasts exposed/612.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="breasts exposed/612_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/612_2.jpg" alt="breasts exposed/612_2.jpg">
+<figcaption><strong>167</strong> breasts exposed/612_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_breasts_exposed_front_view" data-reference-image="breasts exposed/624.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/breasts%20exposed/624.jpg" alt="breasts exposed/624.jpg">
+<figcaption><strong>168</strong> breasts exposed/624.jpg<span class="bucket-slot">bucket: front_view / normal_display_breasts_exposed_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/breasts_exposed_review_manifest.json b/ab_batches/normal_camera/review/breasts_exposed_review_manifest.json
new file mode 100644
index 0000000..23bbaa1
--- /dev/null
+++ b/ab_batches/normal_camera/review/breasts_exposed_review_manifest.json
@@ -0,0 +1,3144 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "breasts exposed",
+  "folder_alias": {
+    "exact_source_folder": "breasts exposed",
+    "canonical_folder": "breasts exposed",
+    "canonical_key": "breasts_exposed",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 168,
+  "action_family": "display",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_display_breasts_exposed_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "breasts exposed/0001_3.jpg",
+        "breasts exposed/0006.jpg",
+        "breasts exposed/0008_2.jpg",
+        "breasts exposed/0011_2.jpg",
+        "breasts exposed/141.jpg",
+        "breasts exposed/181.jpg",
+        "breasts exposed/263.jpg",
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+      ],
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+    },
+    {
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+        "breasts exposed/235.jpg",
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+        "breasts exposed/271.jpg",
+        "breasts exposed/305.jpg",
+        "breasts exposed/353.jpg",
+        "breasts exposed/373.jpg",
+        "breasts exposed/590.jpg",
+        "breasts exposed/590_2.jpg"
+      ],
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+    },
+    {
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+        "breasts exposed/155.jpg",
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+        "breasts exposed/242.jpg",
+        "breasts exposed/302_2.jpg",
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+        "breasts exposed/293.jpg",
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
+    {
+      "reference_image": "breasts exposed/49.jpg",
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+    },
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+    },
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+    },
+    {
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+    },
+    {
+      "reference_image": "breasts exposed/83.jpg",
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+    },
+    {
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+      "reference_image": "breasts exposed/91.jpg",
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+    },
+    {
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+      "reference_image": "breasts exposed/97.jpg",
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+    },
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+    },
+    {
+      "reference_image": "breasts exposed/101_2.jpg",
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+    },
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+    },
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+    },
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+      "review_bucket": "front_view",
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+    },
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+      "review_bucket": "front_view",
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+    },
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+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 168,
+          "reference_image": "breasts exposed/624.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_breasts_exposed_front_view",
+          "notes": "Paged review found a repeated camera-facing full-body display family inside the broad mixed source folder. Seated, side-offset, and tight upper-body crops stay separate from this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/couple_kissing_contact_sheet.html b/ab_batches/normal_camera/review/couple_kissing_contact_sheet.html
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+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: couple kissing</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: couple kissing</h1>
+<p class="meta">No-generation contact sheet. 88 JPGs from <code>couple kissing</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>couple kissing</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0001.jpg" alt="couple kissing/0001.jpg">
+<figcaption><strong>001</strong> couple kissing/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/0001_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0001_2.jpg" alt="couple kissing/0001_2.jpg">
+<figcaption><strong>002</strong> couple kissing/0001_2.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0002.jpg" alt="couple kissing/0002.jpg">
+<figcaption><strong>003</strong> couple kissing/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0003.jpg" alt="couple kissing/0003.jpg">
+<figcaption><strong>004</strong> couple kissing/0003.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0005.jpg" alt="couple kissing/0005.jpg">
+<figcaption><strong>005</strong> couple kissing/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/0005_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0005_2.jpg" alt="couple kissing/0005_2.jpg">
+<figcaption><strong>006</strong> couple kissing/0005_2.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0006.jpg" alt="couple kissing/0006.jpg">
+<figcaption><strong>007</strong> couple kissing/0006.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0009.jpg" alt="couple kissing/0009.jpg">
+<figcaption><strong>008</strong> couple kissing/0009.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0010.jpg" alt="couple kissing/0010.jpg">
+<figcaption><strong>009</strong> couple kissing/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0012.jpg" alt="couple kissing/0012.jpg">
+<figcaption><strong>010</strong> couple kissing/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0012_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0012_2.jpg" alt="couple kissing/0012_2.jpg">
+<figcaption><strong>011</strong> couple kissing/0012_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0012_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0012_3.jpg" alt="couple kissing/0012_3.jpg">
+<figcaption><strong>012</strong> couple kissing/0012_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0013.jpg" alt="couple kissing/0013.jpg">
+<figcaption><strong>013</strong> couple kissing/0013.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/14.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/14.jpg" alt="couple kissing/14.jpg">
+<figcaption><strong>014</strong> couple kissing/14.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/15.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/15.jpg" alt="couple kissing/15.jpg">
+<figcaption><strong>015</strong> couple kissing/15.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/16.jpg" alt="couple kissing/16.jpg">
+<figcaption><strong>016</strong> couple kissing/16.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0016.jpg" alt="couple kissing/0016.jpg">
+<figcaption><strong>017</strong> couple kissing/0016.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/17.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/17.jpg" alt="couple kissing/17.jpg">
+<figcaption><strong>018</strong> couple kissing/17.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/0018.jpg" alt="couple kissing/0018.jpg">
+<figcaption><strong>019</strong> couple kissing/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/22.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/22.jpg" alt="couple kissing/22.jpg">
+<figcaption><strong>020</strong> couple kissing/22.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/23.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/23.jpg" alt="couple kissing/23.jpg">
+<figcaption><strong>021</strong> couple kissing/23.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/26.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/26.jpg" alt="couple kissing/26.jpg">
+<figcaption><strong>022</strong> couple kissing/26.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/29.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/29.jpg" alt="couple kissing/29.jpg">
+<figcaption><strong>023</strong> couple kissing/29.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/37.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/37.jpg" alt="couple kissing/37.jpg">
+<figcaption><strong>024</strong> couple kissing/37.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/44.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/44.jpg" alt="couple kissing/44.jpg">
+<figcaption><strong>025</strong> couple kissing/44.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/50.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/50.jpg" alt="couple kissing/50.jpg">
+<figcaption><strong>026</strong> couple kissing/50.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/56.jpg" alt="couple kissing/56.jpg">
+<figcaption><strong>027</strong> couple kissing/56.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/56_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/56_2.jpg" alt="couple kissing/56_2.jpg">
+<figcaption><strong>028</strong> couple kissing/56_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/63.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/63.jpg" alt="couple kissing/63.jpg">
+<figcaption><strong>029</strong> couple kissing/63.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/70.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/70.jpg" alt="couple kissing/70.jpg">
+<figcaption><strong>030</strong> couple kissing/70.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/81.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/81.jpg" alt="couple kissing/81.jpg">
+<figcaption><strong>031</strong> couple kissing/81.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/91.jpg" alt="couple kissing/91.jpg">
+<figcaption><strong>032</strong> couple kissing/91.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/91_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/91_2.jpg" alt="couple kissing/91_2.jpg">
+<figcaption><strong>033</strong> couple kissing/91_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/96.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/96.jpg" alt="couple kissing/96.jpg">
+<figcaption><strong>034</strong> couple kissing/96.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/122.jpg" alt="couple kissing/122.jpg">
+<figcaption><strong>035</strong> couple kissing/122.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/137.jpg" alt="couple kissing/137.jpg">
+<figcaption><strong>036</strong> couple kissing/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/159.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/159.jpg" alt="couple kissing/159.jpg">
+<figcaption><strong>037</strong> couple kissing/159.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/179.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/179.jpg" alt="couple kissing/179.jpg">
+<figcaption><strong>038</strong> couple kissing/179.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/183.jpg" alt="couple kissing/183.jpg">
+<figcaption><strong>039</strong> couple kissing/183.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/195.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/195.jpg" alt="couple kissing/195.jpg">
+<figcaption><strong>040</strong> couple kissing/195.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/204.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/204.jpg" alt="couple kissing/204.jpg">
+<figcaption><strong>041</strong> couple kissing/204.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/209.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/209.jpg" alt="couple kissing/209.jpg">
+<figcaption><strong>042</strong> couple kissing/209.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/209_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/209_2.jpg" alt="couple kissing/209_2.jpg">
+<figcaption><strong>043</strong> couple kissing/209_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/209_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/209_3.jpg" alt="couple kissing/209_3.jpg">
+<figcaption><strong>044</strong> couple kissing/209_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/233.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/233.jpg" alt="couple kissing/233.jpg">
+<figcaption><strong>045</strong> couple kissing/233.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/237.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/237.jpg" alt="couple kissing/237.jpg">
+<figcaption><strong>046</strong> couple kissing/237.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/240.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/240.jpg" alt="couple kissing/240.jpg">
+<figcaption><strong>047</strong> couple kissing/240.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/240_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/240_2.jpg" alt="couple kissing/240_2.jpg">
+<figcaption><strong>048</strong> couple kissing/240_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/243.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/243.jpg" alt="couple kissing/243.jpg">
+<figcaption><strong>049</strong> couple kissing/243.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/247.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/247.jpg" alt="couple kissing/247.jpg">
+<figcaption><strong>050</strong> couple kissing/247.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/247_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/247_2.jpg" alt="couple kissing/247_2.jpg">
+<figcaption><strong>051</strong> couple kissing/247_2.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/249.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/249.jpg" alt="couple kissing/249.jpg">
+<figcaption><strong>052</strong> couple kissing/249.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/251.jpg" alt="couple kissing/251.jpg">
+<figcaption><strong>053</strong> couple kissing/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/252.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/252.jpg" alt="couple kissing/252.jpg">
+<figcaption><strong>054</strong> couple kissing/252.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/253.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/253.jpg" alt="couple kissing/253.jpg">
+<figcaption><strong>055</strong> couple kissing/253.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/253_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/253_2.jpg" alt="couple kissing/253_2.jpg">
+<figcaption><strong>056</strong> couple kissing/253_2.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/257.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/257.jpg" alt="couple kissing/257.jpg">
+<figcaption><strong>057</strong> couple kissing/257.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/258.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/258.jpg" alt="couple kissing/258.jpg">
+<figcaption><strong>058</strong> couple kissing/258.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/269.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/269.jpg" alt="couple kissing/269.jpg">
+<figcaption><strong>059</strong> couple kissing/269.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/276.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/276.jpg" alt="couple kissing/276.jpg">
+<figcaption><strong>060</strong> couple kissing/276.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/283.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/283.jpg" alt="couple kissing/283.jpg">
+<figcaption><strong>061</strong> couple kissing/283.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/308.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/308.jpg" alt="couple kissing/308.jpg">
+<figcaption><strong>062</strong> couple kissing/308.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/308_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/308_2.jpg" alt="couple kissing/308_2.jpg">
+<figcaption><strong>063</strong> couple kissing/308_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/322.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/322.jpg" alt="couple kissing/322.jpg">
+<figcaption><strong>064</strong> couple kissing/322.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/323.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/323.jpg" alt="couple kissing/323.jpg">
+<figcaption><strong>065</strong> couple kissing/323.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/340.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/340.jpg" alt="couple kissing/340.jpg">
+<figcaption><strong>066</strong> couple kissing/340.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/350.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/350.jpg" alt="couple kissing/350.jpg">
+<figcaption><strong>067</strong> couple kissing/350.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/352.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/352.jpg" alt="couple kissing/352.jpg">
+<figcaption><strong>068</strong> couple kissing/352.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/353.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/353.jpg" alt="couple kissing/353.jpg">
+<figcaption><strong>069</strong> couple kissing/353.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/354.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/354.jpg" alt="couple kissing/354.jpg">
+<figcaption><strong>070</strong> couple kissing/354.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/354_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/354_2.jpg" alt="couple kissing/354_2.jpg">
+<figcaption><strong>071</strong> couple kissing/354_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/354_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/354_3.jpg" alt="couple kissing/354_3.jpg">
+<figcaption><strong>072</strong> couple kissing/354_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/354_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/354_4.jpg" alt="couple kissing/354_4.jpg">
+<figcaption><strong>073</strong> couple kissing/354_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/355.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/355.jpg" alt="couple kissing/355.jpg">
+<figcaption><strong>074</strong> couple kissing/355.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/360.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/360.jpg" alt="couple kissing/360.jpg">
+<figcaption><strong>075</strong> couple kissing/360.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/364.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/364.jpg" alt="couple kissing/364.jpg">
+<figcaption><strong>076</strong> couple kissing/364.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/366.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/366.jpg" alt="couple kissing/366.jpg">
+<figcaption><strong>077</strong> couple kissing/366.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/368.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/368.jpg" alt="couple kissing/368.jpg">
+<figcaption><strong>078</strong> couple kissing/368.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/369.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/369.jpg" alt="couple kissing/369.jpg">
+<figcaption><strong>079</strong> couple kissing/369.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/371.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/371.jpg" alt="couple kissing/371.jpg">
+<figcaption><strong>080</strong> couple kissing/371.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-88</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/375.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/375.jpg" alt="couple kissing/375.jpg">
+<figcaption><strong>081</strong> couple kissing/375.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_couple_kissing_upright_side_profile" data-reference-image="couple kissing/379.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/379.jpg" alt="couple kissing/379.jpg">
+<figcaption><strong>082</strong> couple kissing/379.jpg<span class="bucket-slot">bucket: side_view / normal_couple_kissing_upright_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/379_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/379_2.jpg" alt="couple kissing/379_2.jpg">
+<figcaption><strong>083</strong> couple kissing/379_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/379_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/379_3.jpg" alt="couple kissing/379_3.jpg">
+<figcaption><strong>084</strong> couple kissing/379_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/503.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/503.jpg" alt="couple kissing/503.jpg">
+<figcaption><strong>085</strong> couple kissing/503.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/511.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/511.jpg" alt="couple kissing/511.jpg">
+<figcaption><strong>086</strong> couple kissing/511.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/511_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/511_2.jpg" alt="couple kissing/511_2.jpg">
+<figcaption><strong>087</strong> couple kissing/511_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="couple kissing/591.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/couple%20kissing/591.jpg" alt="couple kissing/591.jpg">
+<figcaption><strong>088</strong> couple kissing/591.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/couple_kissing_review_manifest.json b/ab_batches/normal_camera/review/couple_kissing_review_manifest.json
new file mode 100644
index 0000000..9bbd96f
--- /dev/null
+++ b/ab_batches/normal_camera/review/couple_kissing_review_manifest.json
@@ -0,0 +1,1659 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "couple kissing",
+  "folder_alias": {
+    "exact_source_folder": "couple kissing",
+    "canonical_folder": "couple kissing",
+    "canonical_key": "couple_kissing",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 88,
+  "action_family": "couple",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_couple_kissing_upright_side_profile",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "couple kissing/0001_2.jpg",
+        "couple kissing/0003.jpg",
+        "couple kissing/0005_2.jpg",
+        "couple kissing/16.jpg",
+        "couple kissing/159.jpg",
+        "couple kissing/247.jpg",
+        "couple kissing/247_2.jpg",
+        "couple kissing/253.jpg",
+        "couple kissing/253_2.jpg",
+        "couple kissing/322.jpg",
+        "couple kissing/354.jpg",
+        "couple kissing/379.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+    }
+  ],
+  "review_items": [
+    {
+      "index": 1,
+      "reference_image": "couple kissing/0001.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "couple kissing/0001_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_couple_kissing_upright_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "couple kissing/0002.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "couple kissing/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_couple_kissing_upright_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool.",
+      "index": 4
+    },
+    {
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+          "variant_key": "normal_couple_kissing_upright_side_profile",
+          "notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+        },
+        {
+          "index": 57,
+          "reference_image": "couple kissing/257.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 58,
+          "reference_image": "couple kissing/258.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 59,
+          "reference_image": "couple kissing/269.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 60,
+          "reference_image": "couple kissing/276.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 61,
+          "reference_image": "couple kissing/283.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 62,
+          "reference_image": "couple kissing/308.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 63,
+          "reference_image": "couple kissing/308_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 64,
+          "reference_image": "couple kissing/322.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_couple_kissing_upright_side_profile",
+          "notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+        },
+        {
+          "index": 65,
+          "reference_image": "couple kissing/323.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 66,
+          "reference_image": "couple kissing/340.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 67,
+          "reference_image": "couple kissing/350.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 68,
+          "reference_image": "couple kissing/352.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 69,
+          "reference_image": "couple kissing/353.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 70,
+          "reference_image": "couple kissing/354.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_couple_kissing_upright_side_profile",
+          "notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+        },
+        {
+          "index": 71,
+          "reference_image": "couple kissing/354_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 72,
+          "reference_image": "couple kissing/354_3.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 73,
+          "reference_image": "couple kissing/354_4.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 74,
+          "reference_image": "couple kissing/355.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 75,
+          "reference_image": "couple kissing/360.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 76,
+          "reference_image": "couple kissing/364.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 77,
+          "reference_image": "couple kissing/366.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 78,
+          "reference_image": "couple kissing/368.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 79,
+          "reference_image": "couple kissing/369.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 80,
+          "reference_image": "couple kissing/371.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 3,
+      "html_anchor": "page-03",
+      "start_index": 81,
+      "end_index": 88,
+      "image_count": 8,
+      "images": [
+        {
+          "index": 81,
+          "reference_image": "couple kissing/375.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 82,
+          "reference_image": "couple kissing/379.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_couple_kissing_upright_side_profile",
+          "notes": "Paged review found a repeated upright side-profile kissing family. Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+        },
+        {
+          "index": 83,
+          "reference_image": "couple kissing/379_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 84,
+          "reference_image": "couple kissing/379_3.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 85,
+          "reference_image": "couple kissing/503.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 86,
+          "reference_image": "couple kissing/511.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 87,
+          "reference_image": "couple kissing/511_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 88,
+          "reference_image": "couple kissing/591.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..6b4dc68
--- /dev/null
+++ b/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,562 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: cowgirl - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: cowgirl - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 129 JPGs from <code>cowgirl - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>cowgirl - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0002.jpg" alt="cowgirl - back view - 3-4 angle/0002.jpg">
+<figcaption><strong>001</strong> cowgirl - back view - 3-4 angle/0002.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0003.jpg" alt="cowgirl - back view - 3-4 angle/0003.jpg">
+<figcaption><strong>002</strong> cowgirl - back view - 3-4 angle/0003.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0003_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0003_2.jpg" alt="cowgirl - back view - 3-4 angle/0003_2.jpg">
+<figcaption><strong>003</strong> cowgirl - back view - 3-4 angle/0003_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0003_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0003_3.jpg" alt="cowgirl - back view - 3-4 angle/0003_3.jpg">
+<figcaption><strong>004</strong> cowgirl - back view - 3-4 angle/0003_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/0003_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0003_4.jpg" alt="cowgirl - back view - 3-4 angle/0003_4.jpg">
+<figcaption><strong>005</strong> cowgirl - back view - 3-4 angle/0003_4.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0003_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0003_5.jpg" alt="cowgirl - back view - 3-4 angle/0003_5.jpg">
+<figcaption><strong>006</strong> cowgirl - back view - 3-4 angle/0003_5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0004.jpg" alt="cowgirl - back view - 3-4 angle/0004.jpg">
+<figcaption><strong>007</strong> cowgirl - back view - 3-4 angle/0004.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0004_2.jpg" alt="cowgirl - back view - 3-4 angle/0004_2.jpg">
+<figcaption><strong>008</strong> cowgirl - back view - 3-4 angle/0004_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/5.jpg" alt="cowgirl - back view - 3-4 angle/5.jpg">
+<figcaption><strong>009</strong> cowgirl - back view - 3-4 angle/5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0005.jpg" alt="cowgirl - back view - 3-4 angle/0005.jpg">
+<figcaption><strong>010</strong> cowgirl - back view - 3-4 angle/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0006.jpg" alt="cowgirl - back view - 3-4 angle/0006.jpg">
+<figcaption><strong>011</strong> cowgirl - back view - 3-4 angle/0006.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0006_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0006_2.jpg" alt="cowgirl - back view - 3-4 angle/0006_2.jpg">
+<figcaption><strong>012</strong> cowgirl - back view - 3-4 angle/0006_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0007.jpg" alt="cowgirl - back view - 3-4 angle/0007.jpg">
+<figcaption><strong>013</strong> cowgirl - back view - 3-4 angle/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0007_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0007_2.jpg" alt="cowgirl - back view - 3-4 angle/0007_2.jpg">
+<figcaption><strong>014</strong> cowgirl - back view - 3-4 angle/0007_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0007_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0007_3.jpg" alt="cowgirl - back view - 3-4 angle/0007_3.jpg">
+<figcaption><strong>015</strong> cowgirl - back view - 3-4 angle/0007_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0008.jpg" alt="cowgirl - back view - 3-4 angle/0008.jpg">
+<figcaption><strong>016</strong> cowgirl - back view - 3-4 angle/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0008_2.jpg" alt="cowgirl - back view - 3-4 angle/0008_2.jpg">
+<figcaption><strong>017</strong> cowgirl - back view - 3-4 angle/0008_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0010.jpg" alt="cowgirl - back view - 3-4 angle/0010.jpg">
+<figcaption><strong>018</strong> cowgirl - back view - 3-4 angle/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0010_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0010_2.jpg" alt="cowgirl - back view - 3-4 angle/0010_2.jpg">
+<figcaption><strong>019</strong> cowgirl - back view - 3-4 angle/0010_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0010_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0010_3.jpg" alt="cowgirl - back view - 3-4 angle/0010_3.jpg">
+<figcaption><strong>020</strong> cowgirl - back view - 3-4 angle/0010_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0011.jpg" alt="cowgirl - back view - 3-4 angle/0011.jpg">
+<figcaption><strong>021</strong> cowgirl - back view - 3-4 angle/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0011_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0011_2.jpg" alt="cowgirl - back view - 3-4 angle/0011_2.jpg">
+<figcaption><strong>022</strong> cowgirl - back view - 3-4 angle/0011_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0011_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0011_3.jpg" alt="cowgirl - back view - 3-4 angle/0011_3.jpg">
+<figcaption><strong>023</strong> cowgirl - back view - 3-4 angle/0011_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0011_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0011_4.jpg" alt="cowgirl - back view - 3-4 angle/0011_4.jpg">
+<figcaption><strong>024</strong> cowgirl - back view - 3-4 angle/0011_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0012.jpg" alt="cowgirl - back view - 3-4 angle/0012.jpg">
+<figcaption><strong>025</strong> cowgirl - back view - 3-4 angle/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0014.jpg" alt="cowgirl - back view - 3-4 angle/0014.jpg">
+<figcaption><strong>026</strong> cowgirl - back view - 3-4 angle/0014.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0015.jpg" alt="cowgirl - back view - 3-4 angle/0015.jpg">
+<figcaption><strong>027</strong> cowgirl - back view - 3-4 angle/0015.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/16.jpg" alt="cowgirl - back view - 3-4 angle/16.jpg">
+<figcaption><strong>028</strong> cowgirl - back view - 3-4 angle/16.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0017.jpg" alt="cowgirl - back view - 3-4 angle/0017.jpg">
+<figcaption><strong>029</strong> cowgirl - back view - 3-4 angle/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/18.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/18.jpg" alt="cowgirl - back view - 3-4 angle/18.jpg">
+<figcaption><strong>030</strong> cowgirl - back view - 3-4 angle/18.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0019.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0019.jpg" alt="cowgirl - back view - 3-4 angle/0019.jpg">
+<figcaption><strong>031</strong> cowgirl - back view - 3-4 angle/0019.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0020.jpg" alt="cowgirl - back view - 3-4 angle/0020.jpg">
+<figcaption><strong>032</strong> cowgirl - back view - 3-4 angle/0020.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/0021.jpg" alt="cowgirl - back view - 3-4 angle/0021.jpg">
+<figcaption><strong>033</strong> cowgirl - back view - 3-4 angle/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/22.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/22.jpg" alt="cowgirl - back view - 3-4 angle/22.jpg">
+<figcaption><strong>034</strong> cowgirl - back view - 3-4 angle/22.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/22_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/22_2.jpg" alt="cowgirl - back view - 3-4 angle/22_2.jpg">
+<figcaption><strong>035</strong> cowgirl - back view - 3-4 angle/22_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/28.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/28.jpg" alt="cowgirl - back view - 3-4 angle/28.jpg">
+<figcaption><strong>036</strong> cowgirl - back view - 3-4 angle/28.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/29.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/29.jpg" alt="cowgirl - back view - 3-4 angle/29.jpg">
+<figcaption><strong>037</strong> cowgirl - back view - 3-4 angle/29.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/40.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/40.jpg" alt="cowgirl - back view - 3-4 angle/40.jpg">
+<figcaption><strong>038</strong> cowgirl - back view - 3-4 angle/40.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/41.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/41.jpg" alt="cowgirl - back view - 3-4 angle/41.jpg">
+<figcaption><strong>039</strong> cowgirl - back view - 3-4 angle/41.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/41_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/41_2.jpg" alt="cowgirl - back view - 3-4 angle/41_2.jpg">
+<figcaption><strong>040</strong> cowgirl - back view - 3-4 angle/41_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/61.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/61.jpg" alt="cowgirl - back view - 3-4 angle/61.jpg">
+<figcaption><strong>041</strong> cowgirl - back view - 3-4 angle/61.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/62.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/62.jpg" alt="cowgirl - back view - 3-4 angle/62.jpg">
+<figcaption><strong>042</strong> cowgirl - back view - 3-4 angle/62.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/64.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/64.jpg" alt="cowgirl - back view - 3-4 angle/64.jpg">
+<figcaption><strong>043</strong> cowgirl - back view - 3-4 angle/64.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/74.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/74.jpg" alt="cowgirl - back view - 3-4 angle/74.jpg">
+<figcaption><strong>044</strong> cowgirl - back view - 3-4 angle/74.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/74_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/74_2.jpg" alt="cowgirl - back view - 3-4 angle/74_2.jpg">
+<figcaption><strong>045</strong> cowgirl - back view - 3-4 angle/74_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/81.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/81.jpg" alt="cowgirl - back view - 3-4 angle/81.jpg">
+<figcaption><strong>046</strong> cowgirl - back view - 3-4 angle/81.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/82.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/82.jpg" alt="cowgirl - back view - 3-4 angle/82.jpg">
+<figcaption><strong>047</strong> cowgirl - back view - 3-4 angle/82.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/85.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/85.jpg" alt="cowgirl - back view - 3-4 angle/85.jpg">
+<figcaption><strong>048</strong> cowgirl - back view - 3-4 angle/85.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/90.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/90.jpg" alt="cowgirl - back view - 3-4 angle/90.jpg">
+<figcaption><strong>049</strong> cowgirl - back view - 3-4 angle/90.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/109.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/109.jpg" alt="cowgirl - back view - 3-4 angle/109.jpg">
+<figcaption><strong>050</strong> cowgirl - back view - 3-4 angle/109.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/119.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/119.jpg" alt="cowgirl - back view - 3-4 angle/119.jpg">
+<figcaption><strong>051</strong> cowgirl - back view - 3-4 angle/119.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/122.jpg" alt="cowgirl - back view - 3-4 angle/122.jpg">
+<figcaption><strong>052</strong> cowgirl - back view - 3-4 angle/122.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/133.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/133.jpg" alt="cowgirl - back view - 3-4 angle/133.jpg">
+<figcaption><strong>053</strong> cowgirl - back view - 3-4 angle/133.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/137.jpg" alt="cowgirl - back view - 3-4 angle/137.jpg">
+<figcaption><strong>054</strong> cowgirl - back view - 3-4 angle/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/145.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/145.jpg" alt="cowgirl - back view - 3-4 angle/145.jpg">
+<figcaption><strong>055</strong> cowgirl - back view - 3-4 angle/145.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/153.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/153.jpg" alt="cowgirl - back view - 3-4 angle/153.jpg">
+<figcaption><strong>056</strong> cowgirl - back view - 3-4 angle/153.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/159.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/159.jpg" alt="cowgirl - back view - 3-4 angle/159.jpg">
+<figcaption><strong>057</strong> cowgirl - back view - 3-4 angle/159.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/159_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/159_2.jpg" alt="cowgirl - back view - 3-4 angle/159_2.jpg">
+<figcaption><strong>058</strong> cowgirl - back view - 3-4 angle/159_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/160.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/160.jpg" alt="cowgirl - back view - 3-4 angle/160.jpg">
+<figcaption><strong>059</strong> cowgirl - back view - 3-4 angle/160.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/161.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/161.jpg" alt="cowgirl - back view - 3-4 angle/161.jpg">
+<figcaption><strong>060</strong> cowgirl - back view - 3-4 angle/161.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/168.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/168.jpg" alt="cowgirl - back view - 3-4 angle/168.jpg">
+<figcaption><strong>061</strong> cowgirl - back view - 3-4 angle/168.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/171.jpg" alt="cowgirl - back view - 3-4 angle/171.jpg">
+<figcaption><strong>062</strong> cowgirl - back view - 3-4 angle/171.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/172.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/172.jpg" alt="cowgirl - back view - 3-4 angle/172.jpg">
+<figcaption><strong>063</strong> cowgirl - back view - 3-4 angle/172.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/172_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/172_2.jpg" alt="cowgirl - back view - 3-4 angle/172_2.jpg">
+<figcaption><strong>064</strong> cowgirl - back view - 3-4 angle/172_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/184.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/184.jpg" alt="cowgirl - back view - 3-4 angle/184.jpg">
+<figcaption><strong>065</strong> cowgirl - back view - 3-4 angle/184.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/185.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/185.jpg" alt="cowgirl - back view - 3-4 angle/185.jpg">
+<figcaption><strong>066</strong> cowgirl - back view - 3-4 angle/185.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/188.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/188.jpg" alt="cowgirl - back view - 3-4 angle/188.jpg">
+<figcaption><strong>067</strong> cowgirl - back view - 3-4 angle/188.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/206.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/206.jpg" alt="cowgirl - back view - 3-4 angle/206.jpg">
+<figcaption><strong>068</strong> cowgirl - back view - 3-4 angle/206.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/218.jpg" alt="cowgirl - back view - 3-4 angle/218.jpg">
+<figcaption><strong>069</strong> cowgirl - back view - 3-4 angle/218.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/221.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/221.jpg" alt="cowgirl - back view - 3-4 angle/221.jpg">
+<figcaption><strong>070</strong> cowgirl - back view - 3-4 angle/221.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/225.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/225.jpg" alt="cowgirl - back view - 3-4 angle/225.jpg">
+<figcaption><strong>071</strong> cowgirl - back view - 3-4 angle/225.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/226.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/226.jpg" alt="cowgirl - back view - 3-4 angle/226.jpg">
+<figcaption><strong>072</strong> cowgirl - back view - 3-4 angle/226.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/227.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/227.jpg" alt="cowgirl - back view - 3-4 angle/227.jpg">
+<figcaption><strong>073</strong> cowgirl - back view - 3-4 angle/227.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/232.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/232.jpg" alt="cowgirl - back view - 3-4 angle/232.jpg">
+<figcaption><strong>074</strong> cowgirl - back view - 3-4 angle/232.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/233.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/233.jpg" alt="cowgirl - back view - 3-4 angle/233.jpg">
+<figcaption><strong>075</strong> cowgirl - back view - 3-4 angle/233.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/237.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/237.jpg" alt="cowgirl - back view - 3-4 angle/237.jpg">
+<figcaption><strong>076</strong> cowgirl - back view - 3-4 angle/237.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/241.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/241.jpg" alt="cowgirl - back view - 3-4 angle/241.jpg">
+<figcaption><strong>077</strong> cowgirl - back view - 3-4 angle/241.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/241_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/241_2.jpg" alt="cowgirl - back view - 3-4 angle/241_2.jpg">
+<figcaption><strong>078</strong> cowgirl - back view - 3-4 angle/241_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/243.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/243.jpg" alt="cowgirl - back view - 3-4 angle/243.jpg">
+<figcaption><strong>079</strong> cowgirl - back view - 3-4 angle/243.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_back_three_quarter" data-reference-image="cowgirl - back view - 3-4 angle/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/248.jpg" alt="cowgirl - back view - 3-4 angle/248.jpg">
+<figcaption><strong>080</strong> cowgirl - back view - 3-4 angle/248.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_cowgirl_back_three_quarter</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-120</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/249.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/249.jpg" alt="cowgirl - back view - 3-4 angle/249.jpg">
+<figcaption><strong>081</strong> cowgirl - back view - 3-4 angle/249.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/257.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/257.jpg" alt="cowgirl - back view - 3-4 angle/257.jpg">
+<figcaption><strong>082</strong> cowgirl - back view - 3-4 angle/257.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/258.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/258.jpg" alt="cowgirl - back view - 3-4 angle/258.jpg">
+<figcaption><strong>083</strong> cowgirl - back view - 3-4 angle/258.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/265.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/265.jpg" alt="cowgirl - back view - 3-4 angle/265.jpg">
+<figcaption><strong>084</strong> cowgirl - back view - 3-4 angle/265.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/266.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/266.jpg" alt="cowgirl - back view - 3-4 angle/266.jpg">
+<figcaption><strong>085</strong> cowgirl - back view - 3-4 angle/266.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/270.jpg" alt="cowgirl - back view - 3-4 angle/270.jpg">
+<figcaption><strong>086</strong> cowgirl - back view - 3-4 angle/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/275.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/275.jpg" alt="cowgirl - back view - 3-4 angle/275.jpg">
+<figcaption><strong>087</strong> cowgirl - back view - 3-4 angle/275.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/287.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/287.jpg" alt="cowgirl - back view - 3-4 angle/287.jpg">
+<figcaption><strong>088</strong> cowgirl - back view - 3-4 angle/287.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/288.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/288.jpg" alt="cowgirl - back view - 3-4 angle/288.jpg">
+<figcaption><strong>089</strong> cowgirl - back view - 3-4 angle/288.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/290.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/290.jpg" alt="cowgirl - back view - 3-4 angle/290.jpg">
+<figcaption><strong>090</strong> cowgirl - back view - 3-4 angle/290.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/291.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/291.jpg" alt="cowgirl - back view - 3-4 angle/291.jpg">
+<figcaption><strong>091</strong> cowgirl - back view - 3-4 angle/291.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/291_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/291_2.jpg" alt="cowgirl - back view - 3-4 angle/291_2.jpg">
+<figcaption><strong>092</strong> cowgirl - back view - 3-4 angle/291_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/292.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/292.jpg" alt="cowgirl - back view - 3-4 angle/292.jpg">
+<figcaption><strong>093</strong> cowgirl - back view - 3-4 angle/292.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/298.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/298.jpg" alt="cowgirl - back view - 3-4 angle/298.jpg">
+<figcaption><strong>094</strong> cowgirl - back view - 3-4 angle/298.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/302.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/302.jpg" alt="cowgirl - back view - 3-4 angle/302.jpg">
+<figcaption><strong>095</strong> cowgirl - back view - 3-4 angle/302.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/305.jpg" alt="cowgirl - back view - 3-4 angle/305.jpg">
+<figcaption><strong>096</strong> cowgirl - back view - 3-4 angle/305.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/307.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/307.jpg" alt="cowgirl - back view - 3-4 angle/307.jpg">
+<figcaption><strong>097</strong> cowgirl - back view - 3-4 angle/307.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/319.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/319.jpg" alt="cowgirl - back view - 3-4 angle/319.jpg">
+<figcaption><strong>098</strong> cowgirl - back view - 3-4 angle/319.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/319_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/319_2.jpg" alt="cowgirl - back view - 3-4 angle/319_2.jpg">
+<figcaption><strong>099</strong> cowgirl - back view - 3-4 angle/319_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/323.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/323.jpg" alt="cowgirl - back view - 3-4 angle/323.jpg">
+<figcaption><strong>100</strong> cowgirl - back view - 3-4 angle/323.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/324.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/324.jpg" alt="cowgirl - back view - 3-4 angle/324.jpg">
+<figcaption><strong>101</strong> cowgirl - back view - 3-4 angle/324.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/328.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/328.jpg" alt="cowgirl - back view - 3-4 angle/328.jpg">
+<figcaption><strong>102</strong> cowgirl - back view - 3-4 angle/328.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/329.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/329.jpg" alt="cowgirl - back view - 3-4 angle/329.jpg">
+<figcaption><strong>103</strong> cowgirl - back view - 3-4 angle/329.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/331.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/331.jpg" alt="cowgirl - back view - 3-4 angle/331.jpg">
+<figcaption><strong>104</strong> cowgirl - back view - 3-4 angle/331.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/338.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/338.jpg" alt="cowgirl - back view - 3-4 angle/338.jpg">
+<figcaption><strong>105</strong> cowgirl - back view - 3-4 angle/338.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/343.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/343.jpg" alt="cowgirl - back view - 3-4 angle/343.jpg">
+<figcaption><strong>106</strong> cowgirl - back view - 3-4 angle/343.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/356.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/356.jpg" alt="cowgirl - back view - 3-4 angle/356.jpg">
+<figcaption><strong>107</strong> cowgirl - back view - 3-4 angle/356.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/356_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/356_2.jpg" alt="cowgirl - back view - 3-4 angle/356_2.jpg">
+<figcaption><strong>108</strong> cowgirl - back view - 3-4 angle/356_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/369.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/369.jpg" alt="cowgirl - back view - 3-4 angle/369.jpg">
+<figcaption><strong>109</strong> cowgirl - back view - 3-4 angle/369.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/371.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/371.jpg" alt="cowgirl - back view - 3-4 angle/371.jpg">
+<figcaption><strong>110</strong> cowgirl - back view - 3-4 angle/371.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/499.jpg" alt="cowgirl - back view - 3-4 angle/499.jpg">
+<figcaption><strong>111</strong> cowgirl - back view - 3-4 angle/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/533.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/533.jpg" alt="cowgirl - back view - 3-4 angle/533.jpg">
+<figcaption><strong>112</strong> cowgirl - back view - 3-4 angle/533.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/537.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/537.jpg" alt="cowgirl - back view - 3-4 angle/537.jpg">
+<figcaption><strong>113</strong> cowgirl - back view - 3-4 angle/537.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/547.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/547.jpg" alt="cowgirl - back view - 3-4 angle/547.jpg">
+<figcaption><strong>114</strong> cowgirl - back view - 3-4 angle/547.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/549.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/549.jpg" alt="cowgirl - back view - 3-4 angle/549.jpg">
+<figcaption><strong>115</strong> cowgirl - back view - 3-4 angle/549.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/549_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/549_2.jpg" alt="cowgirl - back view - 3-4 angle/549_2.jpg">
+<figcaption><strong>116</strong> cowgirl - back view - 3-4 angle/549_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/549_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/549_3.jpg" alt="cowgirl - back view - 3-4 angle/549_3.jpg">
+<figcaption><strong>117</strong> cowgirl - back view - 3-4 angle/549_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/591.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/591.jpg" alt="cowgirl - back view - 3-4 angle/591.jpg">
+<figcaption><strong>118</strong> cowgirl - back view - 3-4 angle/591.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/596.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/596.jpg" alt="cowgirl - back view - 3-4 angle/596.jpg">
+<figcaption><strong>119</strong> cowgirl - back view - 3-4 angle/596.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/597.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/597.jpg" alt="cowgirl - back view - 3-4 angle/597.jpg">
+<figcaption><strong>120</strong> cowgirl - back view - 3-4 angle/597.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-04">Page 4: 121-129</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/601.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/601.jpg" alt="cowgirl - back view - 3-4 angle/601.jpg">
+<figcaption><strong>121</strong> cowgirl - back view - 3-4 angle/601.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/606.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/606.jpg" alt="cowgirl - back view - 3-4 angle/606.jpg">
+<figcaption><strong>122</strong> cowgirl - back view - 3-4 angle/606.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/608.jpg" alt="cowgirl - back view - 3-4 angle/608.jpg">
+<figcaption><strong>123</strong> cowgirl - back view - 3-4 angle/608.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/608_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/608_2.jpg" alt="cowgirl - back view - 3-4 angle/608_2.jpg">
+<figcaption><strong>124</strong> cowgirl - back view - 3-4 angle/608_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/613.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/613.jpg" alt="cowgirl - back view - 3-4 angle/613.jpg">
+<figcaption><strong>125</strong> cowgirl - back view - 3-4 angle/613.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/613_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/613_2.jpg" alt="cowgirl - back view - 3-4 angle/613_2.jpg">
+<figcaption><strong>126</strong> cowgirl - back view - 3-4 angle/613_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/614.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/614.jpg" alt="cowgirl - back view - 3-4 angle/614.jpg">
+<figcaption><strong>127</strong> cowgirl - back view - 3-4 angle/614.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/615.jpg" alt="cowgirl - back view - 3-4 angle/615.jpg">
+<figcaption><strong>128</strong> cowgirl - back view - 3-4 angle/615.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - back view - 3-4 angle/615_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20back%20view%20-%203-4%20angle/615_2.jpg" alt="cowgirl - back view - 3-4 angle/615_2.jpg">
+<figcaption><strong>129</strong> cowgirl - back view - 3-4 angle/615_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..f5eba9e
--- /dev/null
+++ b/ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,2406 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "cowgirl - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "cowgirl - back view - 3-4 angle",
+    "canonical_folder": "cowgirl - back view - 3-4 angle",
+    "canonical_key": "cowgirl_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 129,
+  "action_family": "cowgirl",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "review_bucket": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "cowgirl - back view - 3-4 angle/0002.jpg",
+        "cowgirl - back view - 3-4 angle/0003_4.jpg",
+        "cowgirl - back view - 3-4 angle/0006.jpg",
+        "cowgirl - back view - 3-4 angle/0008_2.jpg",
+        "cowgirl - back view - 3-4 angle/16.jpg",
+        "cowgirl - back view - 3-4 angle/22.jpg",
+        "cowgirl - back view - 3-4 angle/41.jpg",
+        "cowgirl - back view - 3-4 angle/82.jpg",
+        "cowgirl - back view - 3-4 angle/90.jpg",
+        "cowgirl - back view - 3-4 angle/145.jpg",
+        "cowgirl - back view - 3-4 angle/160.jpg",
+        "cowgirl - back view - 3-4 angle/172.jpg",
+        "cowgirl - back view - 3-4 angle/225.jpg",
+        "cowgirl - back view - 3-4 angle/241_2.jpg",
+        "cowgirl - back view - 3-4 angle/248.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing route as a broad but coherent rear three-quarter cowgirl family. References were expanded rather than splitting a near-duplicate route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "cowgirl - back view - 3-4 angle/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing route as a broad but coherent rear three-quarter cowgirl family. References were expanded rather than splitting a near-duplicate route.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "cowgirl - back view - 3-4 angle/0003.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 3,
+      "reference_image": "cowgirl - back view - 3-4 angle/0003_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "cowgirl - back view - 3-4 angle/0003_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - back view - 3-4 angle/0003_4.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing route as a broad but coherent rear three-quarter cowgirl family. References were expanded rather than splitting a near-duplicate route.",
+      "index": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "cowgirl - back view - 3-4 angle/0003_5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 7,
+      "reference_image": "cowgirl - back view - 3-4 angle/0004.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 8,
+      "reference_image": "cowgirl - back view - 3-4 angle/0004_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 9,
+      "reference_image": "cowgirl - back view - 3-4 angle/5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 10,
+      "reference_image": "cowgirl - back view - 3-4 angle/0005.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - back view - 3-4 angle/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing route as a broad but coherent rear three-quarter cowgirl family. References were expanded rather than splitting a near-duplicate route.",
+      "index": 11
+    },
+    {
+      "index": 12,
+      "reference_image": "cowgirl - back view - 3-4 angle/0006_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 13,
+      "reference_image": "cowgirl - back view - 3-4 angle/0007.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 14,
+      "reference_image": "cowgirl - back view - 3-4 angle/0007_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
+      "reference_image": "cowgirl - back view - 3-4 angle/0007_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "cowgirl - back view - 3-4 angle/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - back view - 3-4 angle/0008_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_cowgirl_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing route as a broad but coherent rear three-quarter cowgirl family. References were expanded rather than splitting a near-duplicate route.",
+      "index": 17
+    },
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+          "notes": ""
+        },
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+          "notes": ""
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+          "notes": ""
+        },
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+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/291.jpg",
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 92,
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/292.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/298.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 95,
+          "reference_image": "cowgirl - back view - 3-4 angle/302.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/305.jpg",
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+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/307.jpg",
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+          "review_decision": "residual_unassigned",
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+          "notes": ""
+        },
+        {
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "notes": ""
+        },
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+          "notes": ""
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+          "notes": ""
+        },
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+          "notes": ""
+        },
+        {
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/343.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/356.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
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+          "notes": ""
+        },
+        {
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+          "review_decision": "residual_unassigned",
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+          "notes": ""
+        },
+        {
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 110,
+          "reference_image": "cowgirl - back view - 3-4 angle/371.jpg",
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+          "review_decision": "residual_unassigned",
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+          "notes": ""
+        },
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+          "notes": ""
+        },
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+          "reference_image": "cowgirl - back view - 3-4 angle/533.jpg",
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "notes": ""
+        },
+        {
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+          "variant_key": null,
+          "notes": ""
+        },
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
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+          "notes": ""
+        },
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "reference_image": "cowgirl - back view - 3-4 angle/591.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "reference_image": "cowgirl - back view - 3-4 angle/596.jpg",
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 4,
+      "html_anchor": "page-04",
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+      "end_index": 129,
+      "image_count": 9,
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+          "notes": ""
+        },
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+          "review_decision": "residual_unassigned",
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+        },
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+          "notes": ""
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "variant_key": null,
+          "notes": ""
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/615.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - back view - 3-4 angle/615_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/cowgirl_side_view_contact_sheet.html b/ab_batches/normal_camera/review/cowgirl_side_view_contact_sheet.html
new file mode 100644
index 0000000..791fa4d
--- /dev/null
+++ b/ab_batches/normal_camera/review/cowgirl_side_view_contact_sheet.html
@@ -0,0 +1,173 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: cowgirl - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: cowgirl - side view</h1>
+<p class="meta">No-generation contact sheet. 34 JPGs from <code>cowgirl - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>cowgirl - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-34</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/2.jpg" alt="cowgirl - side view/2.jpg">
+<figcaption><strong>001</strong> cowgirl - side view/2.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/2_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/2_2.jpg" alt="cowgirl - side view/2_2.jpg">
+<figcaption><strong>002</strong> cowgirl - side view/2_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0003.jpg" alt="cowgirl - side view/0003.jpg">
+<figcaption><strong>003</strong> cowgirl - side view/0003.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0004.jpg" alt="cowgirl - side view/0004.jpg">
+<figcaption><strong>004</strong> cowgirl - side view/0004.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0004_2.jpg" alt="cowgirl - side view/0004_2.jpg">
+<figcaption><strong>005</strong> cowgirl - side view/0004_2.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0005.jpg" alt="cowgirl - side view/0005.jpg">
+<figcaption><strong>006</strong> cowgirl - side view/0005.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0006.jpg" alt="cowgirl - side view/0006.jpg">
+<figcaption><strong>007</strong> cowgirl - side view/0006.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0007.jpg" alt="cowgirl - side view/0007.jpg">
+<figcaption><strong>008</strong> cowgirl - side view/0007.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0009.jpg" alt="cowgirl - side view/0009.jpg">
+<figcaption><strong>009</strong> cowgirl - side view/0009.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0011.jpg" alt="cowgirl - side view/0011.jpg">
+<figcaption><strong>010</strong> cowgirl - side view/0011.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0014.jpg" alt="cowgirl - side view/0014.jpg">
+<figcaption><strong>011</strong> cowgirl - side view/0014.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/0015.jpg" alt="cowgirl - side view/0015.jpg">
+<figcaption><strong>012</strong> cowgirl - side view/0015.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/29.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/29.jpg" alt="cowgirl - side view/29.jpg">
+<figcaption><strong>013</strong> cowgirl - side view/29.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/40.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/40.jpg" alt="cowgirl - side view/40.jpg">
+<figcaption><strong>014</strong> cowgirl - side view/40.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/55.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/55.jpg" alt="cowgirl - side view/55.jpg">
+<figcaption><strong>015</strong> cowgirl - side view/55.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/86.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/86.jpg" alt="cowgirl - side view/86.jpg">
+<figcaption><strong>016</strong> cowgirl - side view/86.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/86_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/86_2.jpg" alt="cowgirl - side view/86_2.jpg">
+<figcaption><strong>017</strong> cowgirl - side view/86_2.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/118.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/118.jpg" alt="cowgirl - side view/118.jpg">
+<figcaption><strong>018</strong> cowgirl - side view/118.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/195.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/195.jpg" alt="cowgirl - side view/195.jpg">
+<figcaption><strong>019</strong> cowgirl - side view/195.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/200.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/200.jpg" alt="cowgirl - side view/200.jpg">
+<figcaption><strong>020</strong> cowgirl - side view/200.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/255.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/255.jpg" alt="cowgirl - side view/255.jpg">
+<figcaption><strong>021</strong> cowgirl - side view/255.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/265.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/265.jpg" alt="cowgirl - side view/265.jpg">
+<figcaption><strong>022</strong> cowgirl - side view/265.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/271.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/271.jpg" alt="cowgirl - side view/271.jpg">
+<figcaption><strong>023</strong> cowgirl - side view/271.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_cowgirl_side_profile" data-reference-image="cowgirl - side view/280.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/280.jpg" alt="cowgirl - side view/280.jpg">
+<figcaption><strong>024</strong> cowgirl - side view/280.jpg<span class="bucket-slot">bucket: side_view / normal_cowgirl_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/303.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/303.jpg" alt="cowgirl - side view/303.jpg">
+<figcaption><strong>025</strong> cowgirl - side view/303.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/315.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/315.jpg" alt="cowgirl - side view/315.jpg">
+<figcaption><strong>026</strong> cowgirl - side view/315.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/319.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/319.jpg" alt="cowgirl - side view/319.jpg">
+<figcaption><strong>027</strong> cowgirl - side view/319.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/338.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/338.jpg" alt="cowgirl - side view/338.jpg">
+<figcaption><strong>028</strong> cowgirl - side view/338.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/353.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/353.jpg" alt="cowgirl - side view/353.jpg">
+<figcaption><strong>029</strong> cowgirl - side view/353.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/364.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/364.jpg" alt="cowgirl - side view/364.jpg">
+<figcaption><strong>030</strong> cowgirl - side view/364.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/364_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/364_2.jpg" alt="cowgirl - side view/364_2.jpg">
+<figcaption><strong>031</strong> cowgirl - side view/364_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/375.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/375.jpg" alt="cowgirl - side view/375.jpg">
+<figcaption><strong>032</strong> cowgirl - side view/375.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/593.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/593.jpg" alt="cowgirl - side view/593.jpg">
+<figcaption><strong>033</strong> cowgirl - side view/593.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="cowgirl - side view/606.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/cowgirl%20-%20side%20view/606.jpg" alt="cowgirl - side view/606.jpg">
+<figcaption><strong>034</strong> cowgirl - side view/606.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/cowgirl_side_view_review_manifest.json b/ab_batches/normal_camera/review/cowgirl_side_view_review_manifest.json
new file mode 100644
index 0000000..86dba03
--- /dev/null
+++ b/ab_batches/normal_camera/review/cowgirl_side_view_review_manifest.json
@@ -0,0 +1,669 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "cowgirl - side view",
+  "folder_alias": {
+    "exact_source_folder": "cowgirl - side view",
+    "canonical_folder": "cowgirl - side view",
+    "canonical_key": "cowgirl_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 34,
+  "action_family": "cowgirl",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_cowgirl_side_profile",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "cowgirl - side view/0003.jpg",
+        "cowgirl - side view/0004_2.jpg",
+        "cowgirl - side view/0005.jpg",
+        "cowgirl - side view/0007.jpg",
+        "cowgirl - side view/0009.jpg",
+        "cowgirl - side view/0011.jpg",
+        "cowgirl - side view/0015.jpg",
+        "cowgirl - side view/118.jpg",
+        "cowgirl - side view/195.jpg",
+        "cowgirl - side view/2.jpg",
+        "cowgirl - side view/200.jpg",
+        "cowgirl - side view/255.jpg",
+        "cowgirl - side view/280.jpg",
+        "cowgirl - side view/86.jpg",
+        "cowgirl - side view/86_2.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "cowgirl - side view/2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "cowgirl - side view/2_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 3
+    },
+    {
+      "index": 4,
+      "reference_image": "cowgirl - side view/0004.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/0004_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "cowgirl - side view/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "index": 7,
+      "reference_image": "cowgirl - side view/0006.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/0007.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 8
+    },
+    {
+      "reference_image": "cowgirl - side view/0009.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 9
+    },
+    {
+      "reference_image": "cowgirl - side view/0011.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 10
+    },
+    {
+      "index": 11,
+      "reference_image": "cowgirl - side view/0014.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 12
+    },
+    {
+      "index": 13,
+      "reference_image": "cowgirl - side view/29.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 14,
+      "reference_image": "cowgirl - side view/40.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
+      "reference_image": "cowgirl - side view/55.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/86.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 16
+    },
+    {
+      "reference_image": "cowgirl - side view/86_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 17
+    },
+    {
+      "reference_image": "cowgirl - side view/118.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 18
+    },
+    {
+      "reference_image": "cowgirl - side view/195.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 19
+    },
+    {
+      "reference_image": "cowgirl - side view/200.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 20
+    },
+    {
+      "reference_image": "cowgirl - side view/255.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 21
+    },
+    {
+      "index": 22,
+      "reference_image": "cowgirl - side view/265.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 23,
+      "reference_image": "cowgirl - side view/271.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "cowgirl - side view/280.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_cowgirl_side_profile",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset.",
+      "index": 24
+    },
+    {
+      "index": 25,
+      "reference_image": "cowgirl - side view/303.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 26,
+      "reference_image": "cowgirl - side view/315.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 27,
+      "reference_image": "cowgirl - side view/319.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 28,
+      "reference_image": "cowgirl - side view/338.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 29,
+      "reference_image": "cowgirl - side view/353.jpg",
+      "review_decision": "residual_unassigned",
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+      "image_count": 34,
+      "images": [
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+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
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+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
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+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
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+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "cowgirl - side view/0006.jpg",
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+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "cowgirl - side view/0009.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
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+          "reference_image": "cowgirl - side view/0011.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 11,
+          "reference_image": "cowgirl - side view/0014.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
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+          "notes": ""
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+          "reference_image": "cowgirl - side view/0015.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 13,
+          "reference_image": "cowgirl - side view/29.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 14,
+          "reference_image": "cowgirl - side view/40.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "cowgirl - side view/55.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 16,
+          "reference_image": "cowgirl - side view/86.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 17,
+          "reference_image": "cowgirl - side view/86_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 18,
+          "reference_image": "cowgirl - side view/118.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 19,
+          "reference_image": "cowgirl - side view/195.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 20,
+          "reference_image": "cowgirl - side view/200.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 21,
+          "reference_image": "cowgirl - side view/255.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 22,
+          "reference_image": "cowgirl - side view/265.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - side view/271.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "cowgirl - side view/280.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_cowgirl_side_profile",
+          "notes": "Residual-pool review confirmed the existing side-profile cowgirl route as a coherent lateral camera family. References were expanded while front-drifting, rear-drifting, and tight-crop examples remain outside the selected subset."
+        },
+        {
+          "index": 25,
+          "reference_image": "cowgirl - side view/303.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "cowgirl - side view/315.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 27,
+          "reference_image": "cowgirl - side view/319.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 28,
+          "reference_image": "cowgirl - side view/338.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 29,
+          "reference_image": "cowgirl - side view/353.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "cowgirl - side view/364.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "reference_image": "cowgirl - side view/364_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "cowgirl - side view/375.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "cowgirl - side view/593.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "cowgirl - side view/606.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/doggy_all_four_front_view_contact_sheet.html b/ab_batches/normal_camera/review/doggy_all_four_front_view_contact_sheet.html
new file mode 100644
index 0000000..5bc33d2
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_all_four_front_view_contact_sheet.html
@@ -0,0 +1,149 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy all four - front view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy all four - front view</h1>
+<p class="meta">No-generation contact sheet. 28 JPGs from <code>doggy all four - front view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy all four - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-28</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/0016.jpg" alt="doggy all four - front view/0016.jpg">
+<figcaption><strong>001</strong> doggy all four - front view/0016.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/48.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/48.jpg" alt="doggy all four - front view/48.jpg">
+<figcaption><strong>002</strong> doggy all four - front view/48.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/58.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/58.jpg" alt="doggy all four - front view/58.jpg">
+<figcaption><strong>003</strong> doggy all four - front view/58.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/64.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/64.jpg" alt="doggy all four - front view/64.jpg">
+<figcaption><strong>004</strong> doggy all four - front view/64.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/69.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/69.jpg" alt="doggy all four - front view/69.jpg">
+<figcaption><strong>005</strong> doggy all four - front view/69.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/77.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/77.jpg" alt="doggy all four - front view/77.jpg">
+<figcaption><strong>006</strong> doggy all four - front view/77.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/83.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/83.jpg" alt="doggy all four - front view/83.jpg">
+<figcaption><strong>007</strong> doggy all four - front view/83.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/85.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/85.jpg" alt="doggy all four - front view/85.jpg">
+<figcaption><strong>008</strong> doggy all four - front view/85.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/91.jpg" alt="doggy all four - front view/91.jpg">
+<figcaption><strong>009</strong> doggy all four - front view/91.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/96.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/96.jpg" alt="doggy all four - front view/96.jpg">
+<figcaption><strong>010</strong> doggy all four - front view/96.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/97.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/97.jpg" alt="doggy all four - front view/97.jpg">
+<figcaption><strong>011</strong> doggy all four - front view/97.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/164.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/164.jpg" alt="doggy all four - front view/164.jpg">
+<figcaption><strong>012</strong> doggy all four - front view/164.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/171.jpg" alt="doggy all four - front view/171.jpg">
+<figcaption><strong>013</strong> doggy all four - front view/171.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/175.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/175.jpg" alt="doggy all four - front view/175.jpg">
+<figcaption><strong>014</strong> doggy all four - front view/175.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/184.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/184.jpg" alt="doggy all four - front view/184.jpg">
+<figcaption><strong>015</strong> doggy all four - front view/184.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/194.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/194.jpg" alt="doggy all four - front view/194.jpg">
+<figcaption><strong>016</strong> doggy all four - front view/194.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/197.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/197.jpg" alt="doggy all four - front view/197.jpg">
+<figcaption><strong>017</strong> doggy all four - front view/197.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/200.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/200.jpg" alt="doggy all four - front view/200.jpg">
+<figcaption><strong>018</strong> doggy all four - front view/200.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/204.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/204.jpg" alt="doggy all four - front view/204.jpg">
+<figcaption><strong>019</strong> doggy all four - front view/204.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/213.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/213.jpg" alt="doggy all four - front view/213.jpg">
+<figcaption><strong>020</strong> doggy all four - front view/213.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/221.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/221.jpg" alt="doggy all four - front view/221.jpg">
+<figcaption><strong>021</strong> doggy all four - front view/221.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/243.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/243.jpg" alt="doggy all four - front view/243.jpg">
+<figcaption><strong>022</strong> doggy all four - front view/243.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/269.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/269.jpg" alt="doggy all four - front view/269.jpg">
+<figcaption><strong>023</strong> doggy all four - front view/269.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/273.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/273.jpg" alt="doggy all four - front view/273.jpg">
+<figcaption><strong>024</strong> doggy all four - front view/273.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/290.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/290.jpg" alt="doggy all four - front view/290.jpg">
+<figcaption><strong>025</strong> doggy all four - front view/290.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy all four - front view/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/305.jpg" alt="doggy all four - front view/305.jpg">
+<figcaption><strong>026</strong> doggy all four - front view/305.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/596.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/596.jpg" alt="doggy all four - front view/596.jpg">
+<figcaption><strong>027</strong> doggy all four - front view/596.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_front_view" data-reference-image="doggy all four - front view/598.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20all%20four%20-%20front%20view/598.jpg" alt="doggy all four - front view/598.jpg">
+<figcaption><strong>028</strong> doggy all four - front view/598.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_all_fours_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_all_four_front_view_review_manifest.json b/ab_batches/normal_camera/review/doggy_all_four_front_view_review_manifest.json
new file mode 100644
index 0000000..9e0302d
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_all_four_front_view_review_manifest.json
@@ -0,0 +1,561 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy all four - front view",
+  "folder_alias": {
+    "exact_source_folder": "doggy all four - front view",
+    "canonical_folder": "doggy all four - front view",
+    "canonical_key": "doggy_all_four_front_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 28,
+  "action_family": "doggy",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "doggy all four - front view/0016.jpg",
+        "doggy all four - front view/48.jpg",
+        "doggy all four - front view/58.jpg",
+        "doggy all four - front view/64.jpg",
+        "doggy all four - front view/69.jpg",
+        "doggy all four - front view/77.jpg",
+        "doggy all four - front view/83.jpg",
+        "doggy all four - front view/97.jpg",
+        "doggy all four - front view/171.jpg",
+        "doggy all four - front view/197.jpg",
+        "doggy all four - front view/204.jpg",
+        "doggy all four - front view/221.jpg",
+        "doggy all four - front view/290.jpg",
+        "doggy all four - front view/596.jpg",
+        "doggy all four - front view/598.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy all four - front view/0016.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "doggy all four - front view/48.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "reference_image": "doggy all four - front view/58.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "doggy all four - front view/64.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "doggy all four - front view/69.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "doggy all four - front view/77.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "doggy all four - front view/83.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "doggy all four - front view/85.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 9,
+      "reference_image": "doggy all four - front view/91.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 10,
+      "reference_image": "doggy all four - front view/96.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/97.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 11
+    },
+    {
+      "index": 12,
+      "reference_image": "doggy all four - front view/164.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/171.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "doggy all four - front view/175.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
+      "reference_image": "doggy all four - front view/184.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "doggy all four - front view/194.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/197.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 17
+    },
+    {
+      "index": 18,
+      "reference_image": "doggy all four - front view/200.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/204.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 19
+    },
+    {
+      "index": 20,
+      "reference_image": "doggy all four - front view/213.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/221.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 21
+    },
+    {
+      "index": 22,
+      "reference_image": "doggy all four - front view/243.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 23,
+      "reference_image": "doggy all four - front view/269.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 24,
+      "reference_image": "doggy all four - front view/273.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/290.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 25
+    },
+    {
+      "index": 26,
+      "reference_image": "doggy all four - front view/305.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy all four - front view/596.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 27
+    },
+    {
+      "reference_image": "doggy all four - front view/598.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_all_fours_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset.",
+      "index": 28
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 28,
+      "image_count": 28,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "doggy all four - front view/0016.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "doggy all four - front view/48.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "doggy all four - front view/58.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "doggy all four - front view/64.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "doggy all four - front view/69.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "doggy all four - front view/77.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "doggy all four - front view/83.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "doggy all four - front view/85.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "doggy all four - front view/91.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "doggy all four - front view/96.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "doggy all four - front view/97.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 12,
+          "reference_image": "doggy all four - front view/164.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "doggy all four - front view/171.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "doggy all four - front view/175.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "doggy all four - front view/184.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 16,
+          "reference_image": "doggy all four - front view/194.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "doggy all four - front view/197.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 18,
+          "reference_image": "doggy all four - front view/200.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 19,
+          "reference_image": "doggy all four - front view/204.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 20,
+          "reference_image": "doggy all four - front view/213.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 21,
+          "reference_image": "doggy all four - front view/221.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 22,
+          "reference_image": "doggy all four - front view/243.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "doggy all four - front view/269.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "doggy all four - front view/273.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 25,
+          "reference_image": "doggy all four - front view/290.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 26,
+          "reference_image": "doggy all four - front view/305.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 27,
+          "reference_image": "doggy all four - front view/596.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        },
+        {
+          "index": 28,
+          "reference_image": "doggy all four - front view/598.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_all_fours_front_view",
+          "notes": "Residual-pool review confirmed a repeated front all-fours normal-camera family with face and forearms readable in front while the partner remains behind. Side-drifting, seated, tight-close, and vertical-crop outliers remain outside the selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..e9bbb3a
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,177 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 35 JPGs from <code>doggy - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-35</h2>
+<div class="grid">
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0002.jpg" alt="doggy - back view - 3-4 angle/0002.jpg">
+<figcaption><strong>001</strong> doggy - back view - 3-4 angle/0002.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0002_2.jpg" alt="doggy - back view - 3-4 angle/0002_2.jpg">
+<figcaption><strong>002</strong> doggy - back view - 3-4 angle/0002_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/5.jpg" alt="doggy - back view - 3-4 angle/5.jpg">
+<figcaption><strong>003</strong> doggy - back view - 3-4 angle/5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0005.jpg" alt="doggy - back view - 3-4 angle/0005.jpg">
+<figcaption><strong>004</strong> doggy - back view - 3-4 angle/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0008.jpg" alt="doggy - back view - 3-4 angle/0008.jpg">
+<figcaption><strong>005</strong> doggy - back view - 3-4 angle/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0008_2.jpg" alt="doggy - back view - 3-4 angle/0008_2.jpg">
+<figcaption><strong>006</strong> doggy - back view - 3-4 angle/0008_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0012.jpg" alt="doggy - back view - 3-4 angle/0012.jpg">
+<figcaption><strong>007</strong> doggy - back view - 3-4 angle/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0013.jpg" alt="doggy - back view - 3-4 angle/0013.jpg">
+<figcaption><strong>008</strong> doggy - back view - 3-4 angle/0013.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/14.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/14.jpg" alt="doggy - back view - 3-4 angle/14.jpg">
+<figcaption><strong>009</strong> doggy - back view - 3-4 angle/14.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0014.jpg" alt="doggy - back view - 3-4 angle/0014.jpg">
+<figcaption><strong>010</strong> doggy - back view - 3-4 angle/0014.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0015.jpg" alt="doggy - back view - 3-4 angle/0015.jpg">
+<figcaption><strong>011</strong> doggy - back view - 3-4 angle/0015.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0017.jpg" alt="doggy - back view - 3-4 angle/0017.jpg">
+<figcaption><strong>012</strong> doggy - back view - 3-4 angle/0017.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/0021.jpg" alt="doggy - back view - 3-4 angle/0021.jpg">
+<figcaption><strong>013</strong> doggy - back view - 3-4 angle/0021.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/27.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/27.jpg" alt="doggy - back view - 3-4 angle/27.jpg">
+<figcaption><strong>014</strong> doggy - back view - 3-4 angle/27.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/39.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/39.jpg" alt="doggy - back view - 3-4 angle/39.jpg">
+<figcaption><strong>015</strong> doggy - back view - 3-4 angle/39.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/41.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/41.jpg" alt="doggy - back view - 3-4 angle/41.jpg">
+<figcaption><strong>016</strong> doggy - back view - 3-4 angle/41.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/77.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/77.jpg" alt="doggy - back view - 3-4 angle/77.jpg">
+<figcaption><strong>017</strong> doggy - back view - 3-4 angle/77.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/132.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/132.jpg" alt="doggy - back view - 3-4 angle/132.jpg">
+<figcaption><strong>018</strong> doggy - back view - 3-4 angle/132.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/137.jpg" alt="doggy - back view - 3-4 angle/137.jpg">
+<figcaption><strong>019</strong> doggy - back view - 3-4 angle/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/145.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/145.jpg" alt="doggy - back view - 3-4 angle/145.jpg">
+<figcaption><strong>020</strong> doggy - back view - 3-4 angle/145.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/161.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/161.jpg" alt="doggy - back view - 3-4 angle/161.jpg">
+<figcaption><strong>021</strong> doggy - back view - 3-4 angle/161.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/183.jpg" alt="doggy - back view - 3-4 angle/183.jpg">
+<figcaption><strong>022</strong> doggy - back view - 3-4 angle/183.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/185.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/185.jpg" alt="doggy - back view - 3-4 angle/185.jpg">
+<figcaption><strong>023</strong> doggy - back view - 3-4 angle/185.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_back_three_quarter" data-reference-image="doggy - back view - 3-4 angle/227.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/227.jpg" alt="doggy - back view - 3-4 angle/227.jpg">
+<figcaption><strong>024</strong> doggy - back view - 3-4 angle/227.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_generic_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/324.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/324.jpg" alt="doggy - back view - 3-4 angle/324.jpg">
+<figcaption><strong>025</strong> doggy - back view - 3-4 angle/324.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/499.jpg" alt="doggy - back view - 3-4 angle/499.jpg">
+<figcaption><strong>026</strong> doggy - back view - 3-4 angle/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/503.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/503.jpg" alt="doggy - back view - 3-4 angle/503.jpg">
+<figcaption><strong>027</strong> doggy - back view - 3-4 angle/503.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/516.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/516.jpg" alt="doggy - back view - 3-4 angle/516.jpg">
+<figcaption><strong>028</strong> doggy - back view - 3-4 angle/516.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/532.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/532.jpg" alt="doggy - back view - 3-4 angle/532.jpg">
+<figcaption><strong>029</strong> doggy - back view - 3-4 angle/532.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/547.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/547.jpg" alt="doggy - back view - 3-4 angle/547.jpg">
+<figcaption><strong>030</strong> doggy - back view - 3-4 angle/547.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/552.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/552.jpg" alt="doggy - back view - 3-4 angle/552.jpg">
+<figcaption><strong>031</strong> doggy - back view - 3-4 angle/552.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/566.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/566.jpg" alt="doggy - back view - 3-4 angle/566.jpg">
+<figcaption><strong>032</strong> doggy - back view - 3-4 angle/566.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/566_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/566_2.jpg" alt="doggy - back view - 3-4 angle/566_2.jpg">
+<figcaption><strong>033</strong> doggy - back view - 3-4 angle/566_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/597.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/597.jpg" alt="doggy - back view - 3-4 angle/597.jpg">
+<figcaption><strong>034</strong> doggy - back view - 3-4 angle/597.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - back view - 3-4 angle/617.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20back%20view%20-%203-4%20angle/617.jpg" alt="doggy - back view - 3-4 angle/617.jpg">
+<figcaption><strong>035</strong> doggy - back view - 3-4 angle/617.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..6db8ef4
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,687 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "doggy - back view - 3-4 angle",
+    "canonical_folder": "doggy - back view - 3-4 angle",
+    "canonical_key": "doggy_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 35,
+  "action_family": "doggy",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "review_bucket": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "doggy - back view - 3-4 angle/0002.jpg",
+        "doggy - back view - 3-4 angle/0002_2.jpg",
+        "doggy - back view - 3-4 angle/0008_2.jpg",
+        "doggy - back view - 3-4 angle/0013.jpg",
+        "doggy - back view - 3-4 angle/0015.jpg",
+        "doggy - back view - 3-4 angle/0017.jpg",
+        "doggy - back view - 3-4 angle/0021.jpg",
+        "doggy - back view - 3-4 angle/132.jpg",
+        "doggy - back view - 3-4 angle/145.jpg",
+        "doggy - back view - 3-4 angle/183.jpg",
+        "doggy - back view - 3-4 angle/185.jpg",
+        "doggy - back view - 3-4 angle/227.jpg",
+        "doggy - back view - 3-4 angle/39.jpg",
+        "doggy - back view - 3-4 angle/41.jpg",
+        "doggy - back view - 3-4 angle/77.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0002_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "doggy - back view - 3-4 angle/5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "doggy - back view - 3-4 angle/0005.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 5,
+      "reference_image": "doggy - back view - 3-4 angle/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0008_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "index": 7,
+      "reference_image": "doggy - back view - 3-4 angle/0012.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0013.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 8
+    },
+    {
+      "index": 9,
+      "reference_image": "doggy - back view - 3-4 angle/14.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 10,
+      "reference_image": "doggy - back view - 3-4 angle/0014.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 11
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0017.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 12
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/0021.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "doggy - back view - 3-4 angle/27.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/39.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 15
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/41.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 16
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/77.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 17
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/132.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 18
+    },
+    {
+      "index": 19,
+      "reference_image": "doggy - back view - 3-4 angle/137.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/145.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 20
+    },
+    {
+      "index": 21,
+      "reference_image": "doggy - back view - 3-4 angle/161.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/183.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 22
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/185.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
+      "index": 23
+    },
+    {
+      "reference_image": "doggy - back view - 3-4 angle/227.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_generic_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset.",
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+          "reference_image": "doggy - back view - 3-4 angle/0021.jpg",
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+        },
+        {
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+          "reference_image": "doggy - back view - 3-4 angle/27.jpg",
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+          "variant_key": "normal_doggy_generic_back_three_quarter",
+          "notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset."
+        },
+        {
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+          "reference_image": "doggy - back view - 3-4 angle/41.jpg",
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+        },
+        {
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+          "reference_image": "doggy - back view - 3-4 angle/77.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
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+        },
+        {
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+          "reference_image": "doggy - back view - 3-4 angle/132.jpg",
+          "review_bucket": "back_three_quarter",
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+          "notes": "Residual-pool review confirmed the existing generic rear three-quarter route as a coherent back-offset camera family. References were expanded while low/close and laying-drift examples remain outside the selected subset."
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+}
diff --git a/ab_batches/normal_camera/review/doggy_front_view_contact_sheet.html b/ab_batches/normal_camera/review/doggy_front_view_contact_sheet.html
new file mode 100644
index 0000000..442be29
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_front_view_contact_sheet.html
@@ -0,0 +1,89 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy - front view </title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy - front view </h1>
+<p class="meta">No-generation contact sheet. 13 JPGs from <code>doggy - front view </code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-13</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/0003.jpg" alt="doggy - front view /0003.jpg">
+<figcaption><strong>001</strong> doggy - front view /0003.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /41.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/41.jpg" alt="doggy - front view /41.jpg">
+<figcaption><strong>002</strong> doggy - front view /41.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /49.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/49.jpg" alt="doggy - front view /49.jpg">
+<figcaption><strong>003</strong> doggy - front view /49.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy - front view /188.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/188.jpg" alt="doggy - front view /188.jpg">
+<figcaption><strong>004</strong> doggy - front view /188.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /253.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/253.jpg" alt="doggy - front view /253.jpg">
+<figcaption><strong>005</strong> doggy - front view /253.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /262.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/262.jpg" alt="doggy - front view /262.jpg">
+<figcaption><strong>006</strong> doggy - front view /262.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /349.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/349.jpg" alt="doggy - front view /349.jpg">
+<figcaption><strong>007</strong> doggy - front view /349.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /354.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/354.jpg" alt="doggy - front view /354.jpg">
+<figcaption><strong>008</strong> doggy - front view /354.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/505.jpg" alt="doggy - front view /505.jpg">
+<figcaption><strong>009</strong> doggy - front view /505.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /537.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/537.jpg" alt="doggy - front view /537.jpg">
+<figcaption><strong>010</strong> doggy - front view /537.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /541.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/541.jpg" alt="doggy - front view /541.jpg">
+<figcaption><strong>011</strong> doggy - front view /541.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /567.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/567.jpg" alt="doggy - front view /567.jpg">
+<figcaption><strong>012</strong> doggy - front view /567.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_generic_front_view" data-reference-image="doggy - front view /627.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20-%20front%20view%20/627.jpg" alt="doggy - front view /627.jpg">
+<figcaption><strong>013</strong> doggy - front view /627.jpg<span class="bucket-slot">bucket: front_view / normal_doggy_generic_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_front_view_review_manifest.json b/ab_batches/normal_camera/review/doggy_front_view_review_manifest.json
new file mode 100644
index 0000000..21e1a40
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_front_view_review_manifest.json
@@ -0,0 +1,294 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy - front view ",
+  "folder_alias": {
+    "exact_source_folder": "doggy - front view ",
+    "canonical_folder": "doggy - front view",
+    "canonical_key": "doggy_front_view",
+    "alias_applied": true,
+    "alias_reason": "Trailing-space source folder preserved exactly for path stability."
+  },
+  "image_count": 13,
+  "action_family": "doggy",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_generic_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "doggy - front view/11.jpg",
+        "doggy - front view/5.jpg",
+        "doggy - front view/6.jpg",
+        "doggy - front view /0003.jpg",
+        "doggy - front view /253.jpg",
+        "doggy - front view /262.jpg",
+        "doggy - front view /349.jpg",
+        "doggy - front view /354.jpg",
+        "doggy - front view /41.jpg",
+        "doggy - front view /49.jpg",
+        "doggy - front view /505.jpg",
+        "doggy - front view /537.jpg",
+        "doggy - front view /541.jpg",
+        "doggy - front view /567.jpg",
+        "doggy - front view /627.jpg"
+      ],
+      "evidence_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy - front view /0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 1
+    },
+    {
+      "reference_image": "doggy - front view /41.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 2
+    },
+    {
+      "reference_image": "doggy - front view /49.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 3
+    },
+    {
+      "index": 4,
+      "reference_image": "doggy - front view /188.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "doggy - front view /253.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 5
+    },
+    {
+      "reference_image": "doggy - front view /262.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 6
+    },
+    {
+      "reference_image": "doggy - front view /349.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 7
+    },
+    {
+      "reference_image": "doggy - front view /354.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 8
+    },
+    {
+      "reference_image": "doggy - front view /505.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 9
+    },
+    {
+      "reference_image": "doggy - front view /537.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 10
+    },
+    {
+      "reference_image": "doggy - front view /541.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 11
+    },
+    {
+      "reference_image": "doggy - front view /567.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 12
+    },
+    {
+      "reference_image": "doggy - front view /627.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_doggy_generic_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route.",
+      "index": 13
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 13,
+      "image_count": 13,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "doggy - front view /0003.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 2,
+          "reference_image": "doggy - front view /41.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 3,
+          "reference_image": "doggy - front view /49.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 4,
+          "reference_image": "doggy - front view /188.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 5,
+          "reference_image": "doggy - front view /253.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 6,
+          "reference_image": "doggy - front view /262.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 7,
+          "reference_image": "doggy - front view /349.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 8,
+          "reference_image": "doggy - front view /354.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 9,
+          "reference_image": "doggy - front view /505.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 10,
+          "reference_image": "doggy - front view /537.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 11,
+          "reference_image": "doggy - front view /541.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 12,
+          "reference_image": "doggy - front view /567.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        },
+        {
+          "index": 13,
+          "reference_image": "doggy - front view /627.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_generic_front_view",
+          "notes": "Residual-pool review expanded the existing grouped generic front-view route for the duplicate trailing-space source folder. The selected references repeat a front-facing third-person doggy camera while one weak top/down close crop remains outside the route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..02df0ef
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,316 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy on all four - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy on all four - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 69 JPGs from <code>doggy on all four - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy on all four - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0002.jpg" alt="doggy on all four - back view - 3-4 angle/0002.jpg">
+<figcaption><strong>001</strong> doggy on all four - back view - 3-4 angle/0002.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0003.jpg" alt="doggy on all four - back view - 3-4 angle/0003.jpg">
+<figcaption><strong>002</strong> doggy on all four - back view - 3-4 angle/0003.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0004.jpg" alt="doggy on all four - back view - 3-4 angle/0004.jpg">
+<figcaption><strong>003</strong> doggy on all four - back view - 3-4 angle/0004.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0004_2.jpg" alt="doggy on all four - back view - 3-4 angle/0004_2.jpg">
+<figcaption><strong>004</strong> doggy on all four - back view - 3-4 angle/0004_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0008.jpg" alt="doggy on all four - back view - 3-4 angle/0008.jpg">
+<figcaption><strong>005</strong> doggy on all four - back view - 3-4 angle/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0008_2.jpg" alt="doggy on all four - back view - 3-4 angle/0008_2.jpg">
+<figcaption><strong>006</strong> doggy on all four - back view - 3-4 angle/0008_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0008_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0008_3.jpg" alt="doggy on all four - back view - 3-4 angle/0008_3.jpg">
+<figcaption><strong>007</strong> doggy on all four - back view - 3-4 angle/0008_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0008_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0008_4.jpg" alt="doggy on all four - back view - 3-4 angle/0008_4.jpg">
+<figcaption><strong>008</strong> doggy on all four - back view - 3-4 angle/0008_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/11.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/11.jpg" alt="doggy on all four - back view - 3-4 angle/11.jpg">
+<figcaption><strong>009</strong> doggy on all four - back view - 3-4 angle/11.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0011.jpg" alt="doggy on all four - back view - 3-4 angle/0011.jpg">
+<figcaption><strong>010</strong> doggy on all four - back view - 3-4 angle/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0012.jpg" alt="doggy on all four - back view - 3-4 angle/0012.jpg">
+<figcaption><strong>011</strong> doggy on all four - back view - 3-4 angle/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0013.jpg" alt="doggy on all four - back view - 3-4 angle/0013.jpg">
+<figcaption><strong>012</strong> doggy on all four - back view - 3-4 angle/0013.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0013_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0013_2.jpg" alt="doggy on all four - back view - 3-4 angle/0013_2.jpg">
+<figcaption><strong>013</strong> doggy on all four - back view - 3-4 angle/0013_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0014.jpg" alt="doggy on all four - back view - 3-4 angle/0014.jpg">
+<figcaption><strong>014</strong> doggy on all four - back view - 3-4 angle/0014.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0016.jpg" alt="doggy on all four - back view - 3-4 angle/0016.jpg">
+<figcaption><strong>015</strong> doggy on all four - back view - 3-4 angle/0016.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0018.jpg" alt="doggy on all four - back view - 3-4 angle/0018.jpg">
+<figcaption><strong>016</strong> doggy on all four - back view - 3-4 angle/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0019.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0019.jpg" alt="doggy on all four - back view - 3-4 angle/0019.jpg">
+<figcaption><strong>017</strong> doggy on all four - back view - 3-4 angle/0019.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0020.jpg" alt="doggy on all four - back view - 3-4 angle/0020.jpg">
+<figcaption><strong>018</strong> doggy on all four - back view - 3-4 angle/0020.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/0021.jpg" alt="doggy on all four - back view - 3-4 angle/0021.jpg">
+<figcaption><strong>019</strong> doggy on all four - back view - 3-4 angle/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/22.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/22.jpg" alt="doggy on all four - back view - 3-4 angle/22.jpg">
+<figcaption><strong>020</strong> doggy on all four - back view - 3-4 angle/22.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/26.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/26.jpg" alt="doggy on all four - back view - 3-4 angle/26.jpg">
+<figcaption><strong>021</strong> doggy on all four - back view - 3-4 angle/26.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/42.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/42.jpg" alt="doggy on all four - back view - 3-4 angle/42.jpg">
+<figcaption><strong>022</strong> doggy on all four - back view - 3-4 angle/42.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/64.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/64.jpg" alt="doggy on all four - back view - 3-4 angle/64.jpg">
+<figcaption><strong>023</strong> doggy on all four - back view - 3-4 angle/64.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/64_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/64_2.jpg" alt="doggy on all four - back view - 3-4 angle/64_2.jpg">
+<figcaption><strong>024</strong> doggy on all four - back view - 3-4 angle/64_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/69.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/69.jpg" alt="doggy on all four - back view - 3-4 angle/69.jpg">
+<figcaption><strong>025</strong> doggy on all four - back view - 3-4 angle/69.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/70.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/70.jpg" alt="doggy on all four - back view - 3-4 angle/70.jpg">
+<figcaption><strong>026</strong> doggy on all four - back view - 3-4 angle/70.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/77.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/77.jpg" alt="doggy on all four - back view - 3-4 angle/77.jpg">
+<figcaption><strong>027</strong> doggy on all four - back view - 3-4 angle/77.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/97.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/97.jpg" alt="doggy on all four - back view - 3-4 angle/97.jpg">
+<figcaption><strong>028</strong> doggy on all four - back view - 3-4 angle/97.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/119.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/119.jpg" alt="doggy on all four - back view - 3-4 angle/119.jpg">
+<figcaption><strong>029</strong> doggy on all four - back view - 3-4 angle/119.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/119_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/119_2.jpg" alt="doggy on all four - back view - 3-4 angle/119_2.jpg">
+<figcaption><strong>030</strong> doggy on all four - back view - 3-4 angle/119_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/122.jpg" alt="doggy on all four - back view - 3-4 angle/122.jpg">
+<figcaption><strong>031</strong> doggy on all four - back view - 3-4 angle/122.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/137.jpg" alt="doggy on all four - back view - 3-4 angle/137.jpg">
+<figcaption><strong>032</strong> doggy on all four - back view - 3-4 angle/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/138.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/138.jpg" alt="doggy on all four - back view - 3-4 angle/138.jpg">
+<figcaption><strong>033</strong> doggy on all four - back view - 3-4 angle/138.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/153.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/153.jpg" alt="doggy on all four - back view - 3-4 angle/153.jpg">
+<figcaption><strong>034</strong> doggy on all four - back view - 3-4 angle/153.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/175.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/175.jpg" alt="doggy on all four - back view - 3-4 angle/175.jpg">
+<figcaption><strong>035</strong> doggy on all four - back view - 3-4 angle/175.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/206.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/206.jpg" alt="doggy on all four - back view - 3-4 angle/206.jpg">
+<figcaption><strong>036</strong> doggy on all four - back view - 3-4 angle/206.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/206_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/206_2.jpg" alt="doggy on all four - back view - 3-4 angle/206_2.jpg">
+<figcaption><strong>037</strong> doggy on all four - back view - 3-4 angle/206_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/218.jpg" alt="doggy on all four - back view - 3-4 angle/218.jpg">
+<figcaption><strong>038</strong> doggy on all four - back view - 3-4 angle/218.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/226.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/226.jpg" alt="doggy on all four - back view - 3-4 angle/226.jpg">
+<figcaption><strong>039</strong> doggy on all four - back view - 3-4 angle/226.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/230.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/230.jpg" alt="doggy on all four - back view - 3-4 angle/230.jpg">
+<figcaption><strong>040</strong> doggy on all four - back view - 3-4 angle/230.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-69</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/248.jpg" alt="doggy on all four - back view - 3-4 angle/248.jpg">
+<figcaption><strong>041</strong> doggy on all four - back view - 3-4 angle/248.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/267.jpg" alt="doggy on all four - back view - 3-4 angle/267.jpg">
+<figcaption><strong>042</strong> doggy on all four - back view - 3-4 angle/267.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/268.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/268.jpg" alt="doggy on all four - back view - 3-4 angle/268.jpg">
+<figcaption><strong>043</strong> doggy on all four - back view - 3-4 angle/268.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/273.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/273.jpg" alt="doggy on all four - back view - 3-4 angle/273.jpg">
+<figcaption><strong>044</strong> doggy on all four - back view - 3-4 angle/273.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/280.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/280.jpg" alt="doggy on all four - back view - 3-4 angle/280.jpg">
+<figcaption><strong>045</strong> doggy on all four - back view - 3-4 angle/280.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/285.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/285.jpg" alt="doggy on all four - back view - 3-4 angle/285.jpg">
+<figcaption><strong>046</strong> doggy on all four - back view - 3-4 angle/285.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/302.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/302.jpg" alt="doggy on all four - back view - 3-4 angle/302.jpg">
+<figcaption><strong>047</strong> doggy on all four - back view - 3-4 angle/302.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/302_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/302_2.jpg" alt="doggy on all four - back view - 3-4 angle/302_2.jpg">
+<figcaption><strong>048</strong> doggy on all four - back view - 3-4 angle/302_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/311.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/311.jpg" alt="doggy on all four - back view - 3-4 angle/311.jpg">
+<figcaption><strong>049</strong> doggy on all four - back view - 3-4 angle/311.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/315.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/315.jpg" alt="doggy on all four - back view - 3-4 angle/315.jpg">
+<figcaption><strong>050</strong> doggy on all four - back view - 3-4 angle/315.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/315_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/315_2.jpg" alt="doggy on all four - back view - 3-4 angle/315_2.jpg">
+<figcaption><strong>051</strong> doggy on all four - back view - 3-4 angle/315_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/323.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/323.jpg" alt="doggy on all four - back view - 3-4 angle/323.jpg">
+<figcaption><strong>052</strong> doggy on all four - back view - 3-4 angle/323.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/327.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/327.jpg" alt="doggy on all four - back view - 3-4 angle/327.jpg">
+<figcaption><strong>053</strong> doggy on all four - back view - 3-4 angle/327.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/353.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/353.jpg" alt="doggy on all four - back view - 3-4 angle/353.jpg">
+<figcaption><strong>054</strong> doggy on all four - back view - 3-4 angle/353.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/499.jpg" alt="doggy on all four - back view - 3-4 angle/499.jpg">
+<figcaption><strong>055</strong> doggy on all four - back view - 3-4 angle/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/536.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/536.jpg" alt="doggy on all four - back view - 3-4 angle/536.jpg">
+<figcaption><strong>056</strong> doggy on all four - back view - 3-4 angle/536.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/536_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/536_2.jpg" alt="doggy on all four - back view - 3-4 angle/536_2.jpg">
+<figcaption><strong>057</strong> doggy on all four - back view - 3-4 angle/536_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/550.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/550.jpg" alt="doggy on all four - back view - 3-4 angle/550.jpg">
+<figcaption><strong>058</strong> doggy on all four - back view - 3-4 angle/550.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/550_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/550_2.jpg" alt="doggy on all four - back view - 3-4 angle/550_2.jpg">
+<figcaption><strong>059</strong> doggy on all four - back view - 3-4 angle/550_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/568.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/568.jpg" alt="doggy on all four - back view - 3-4 angle/568.jpg">
+<figcaption><strong>060</strong> doggy on all four - back view - 3-4 angle/568.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/569.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/569.jpg" alt="doggy on all four - back view - 3-4 angle/569.jpg">
+<figcaption><strong>061</strong> doggy on all four - back view - 3-4 angle/569.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/588.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/588.jpg" alt="doggy on all four - back view - 3-4 angle/588.jpg">
+<figcaption><strong>062</strong> doggy on all four - back view - 3-4 angle/588.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/600.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/600.jpg" alt="doggy on all four - back view - 3-4 angle/600.jpg">
+<figcaption><strong>063</strong> doggy on all four - back view - 3-4 angle/600.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/606.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/606.jpg" alt="doggy on all four - back view - 3-4 angle/606.jpg">
+<figcaption><strong>064</strong> doggy on all four - back view - 3-4 angle/606.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/606_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/606_2.jpg" alt="doggy on all four - back view - 3-4 angle/606_2.jpg">
+<figcaption><strong>065</strong> doggy on all four - back view - 3-4 angle/606_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/608.jpg" alt="doggy on all four - back view - 3-4 angle/608.jpg">
+<figcaption><strong>066</strong> doggy on all four - back view - 3-4 angle/608.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/608_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/608_2.jpg" alt="doggy on all four - back view - 3-4 angle/608_2.jpg">
+<figcaption><strong>067</strong> doggy on all four - back view - 3-4 angle/608_2.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="back_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_back_three_quarter" data-reference-image="doggy on all four - back view - 3-4 angle/611.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/611.jpg" alt="doggy on all four - back view - 3-4 angle/611.jpg">
+<figcaption><strong>068</strong> doggy on all four - back view - 3-4 angle/611.jpg<span class="bucket-slot">bucket: back_three_quarter / normal_doggy_all_fours_back_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - back view - 3-4 angle/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20back%20view%20-%203-4%20angle/615.jpg" alt="doggy on all four - back view - 3-4 angle/615.jpg">
+<figcaption><strong>069</strong> doggy on all four - back view - 3-4 angle/615.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..a5acf6a
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_on_all_four_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,1308 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy on all four - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "doggy on all four - back view - 3-4 angle",
+    "canonical_folder": "doggy on all four - back view - 3-4 angle",
+    "canonical_key": "doggy_on_all_four_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 69,
+  "action_family": "doggy",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_all_fours_back_three_quarter",
+      "review_bucket": "back_three_quarter",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "doggy on all four - back view - 3-4 angle/0002.jpg",
+        "doggy on all four - back view - 3-4 angle/0003.jpg",
+        "doggy on all four - back view - 3-4 angle/0013.jpg",
+        "doggy on all four - back view - 3-4 angle/0014.jpg",
+        "doggy on all four - back view - 3-4 angle/0019.jpg",
+        "doggy on all four - back view - 3-4 angle/0020.jpg",
+        "doggy on all four - back view - 3-4 angle/206.jpg",
+        "doggy on all four - back view - 3-4 angle/267.jpg",
+        "doggy on all four - back view - 3-4 angle/302.jpg",
+        "doggy on all four - back view - 3-4 angle/327.jpg",
+        "doggy on all four - back view - 3-4 angle/550_2.jpg",
+        "doggy on all four - back view - 3-4 angle/608_2.jpg",
+        "doggy on all four - back view - 3-4 angle/611.jpg",
+        "doggy on all four - back view - 3-4 angle/70.jpg",
+        "doggy on all four - back view - 3-4 angle/97.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing all-fours rear three-quarter route as a coherent camera family. References were expanded while low, front-drifting, and tight-crop outliers remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy on all four - back view - 3-4 angle/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_all_fours_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing all-fours rear three-quarter route as a coherent camera family. References were expanded while low, front-drifting, and tight-crop outliers remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "doggy on all four - back view - 3-4 angle/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_three_quarter",
+      "variant_key": "normal_doggy_all_fours_back_three_quarter",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing all-fours rear three-quarter route as a coherent camera family. References were expanded while low, front-drifting, and tight-crop outliers remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "doggy on all four - back view - 3-4 angle/0004.jpg",
+      "review_decision": "residual_unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "doggy on all four - back view - 3-4 angle/0004_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 5,
+      "reference_image": "doggy on all four - back view - 3-4 angle/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
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+      "reference_image": "doggy on all four - back view - 3-4 angle/0008_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
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+      "reference_image": "doggy on all four - back view - 3-4 angle/0008_3.jpg",
+      "review_decision": "residual_unassigned",
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+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
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+      "reference_image": "doggy on all four - back view - 3-4 angle/0008_4.jpg",
+      "review_decision": "residual_unassigned",
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+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 9,
+      "reference_image": "doggy on all four - back view - 3-4 angle/11.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
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+      "reference_image": "doggy on all four - back view - 3-4 angle/0011.jpg",
+      "review_decision": "residual_unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
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+          "reference_image": "doggy on all four - back view - 3-4 angle/615.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/doggy_on_all_four_side_view_contact_sheet.html b/ab_batches/normal_camera/review/doggy_on_all_four_side_view_contact_sheet.html
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+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy on all four - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy on all four - side view</h1>
+<p class="meta">No-generation contact sheet. 70 JPGs from <code>doggy on all four - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy on all four - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/2.jpg" alt="doggy on all four - side view/2.jpg">
+<figcaption><strong>001</strong> doggy on all four - side view/2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0004.jpg" alt="doggy on all four - side view/0004.jpg">
+<figcaption><strong>002</strong> doggy on all four - side view/0004.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0004_2.jpg" alt="doggy on all four - side view/0004_2.jpg">
+<figcaption><strong>003</strong> doggy on all four - side view/0004_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0006.jpg" alt="doggy on all four - side view/0006.jpg">
+<figcaption><strong>004</strong> doggy on all four - side view/0006.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0008.jpg" alt="doggy on all four - side view/0008.jpg">
+<figcaption><strong>005</strong> doggy on all four - side view/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0011.jpg" alt="doggy on all four - side view/0011.jpg">
+<figcaption><strong>006</strong> doggy on all four - side view/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/12.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/12.jpg" alt="doggy on all four - side view/12.jpg">
+<figcaption><strong>007</strong> doggy on all four - side view/12.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/12_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/12_2.jpg" alt="doggy on all four - side view/12_2.jpg">
+<figcaption><strong>008</strong> doggy on all four - side view/12_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0015.jpg" alt="doggy on all four - side view/0015.jpg">
+<figcaption><strong>009</strong> doggy on all four - side view/0015.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/17.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/17.jpg" alt="doggy on all four - side view/17.jpg">
+<figcaption><strong>010</strong> doggy on all four - side view/17.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0017.jpg" alt="doggy on all four - side view/0017.jpg">
+<figcaption><strong>011</strong> doggy on all four - side view/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/0020.jpg" alt="doggy on all four - side view/0020.jpg">
+<figcaption><strong>012</strong> doggy on all four - side view/0020.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/26.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/26.jpg" alt="doggy on all four - side view/26.jpg">
+<figcaption><strong>013</strong> doggy on all four - side view/26.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/35.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/35.jpg" alt="doggy on all four - side view/35.jpg">
+<figcaption><strong>014</strong> doggy on all four - side view/35.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/48.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/48.jpg" alt="doggy on all four - side view/48.jpg">
+<figcaption><strong>015</strong> doggy on all four - side view/48.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/50.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/50.jpg" alt="doggy on all four - side view/50.jpg">
+<figcaption><strong>016</strong> doggy on all four - side view/50.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/55.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/55.jpg" alt="doggy on all four - side view/55.jpg">
+<figcaption><strong>017</strong> doggy on all four - side view/55.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/56.jpg" alt="doggy on all four - side view/56.jpg">
+<figcaption><strong>018</strong> doggy on all four - side view/56.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/61.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/61.jpg" alt="doggy on all four - side view/61.jpg">
+<figcaption><strong>019</strong> doggy on all four - side view/61.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/65.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/65.jpg" alt="doggy on all four - side view/65.jpg">
+<figcaption><strong>020</strong> doggy on all four - side view/65.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/85.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/85.jpg" alt="doggy on all four - side view/85.jpg">
+<figcaption><strong>021</strong> doggy on all four - side view/85.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/85_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/85_2.jpg" alt="doggy on all four - side view/85_2.jpg">
+<figcaption><strong>022</strong> doggy on all four - side view/85_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/86.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/86.jpg" alt="doggy on all four - side view/86.jpg">
+<figcaption><strong>023</strong> doggy on all four - side view/86.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/90.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/90.jpg" alt="doggy on all four - side view/90.jpg">
+<figcaption><strong>024</strong> doggy on all four - side view/90.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/91.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/91.jpg" alt="doggy on all four - side view/91.jpg">
+<figcaption><strong>025</strong> doggy on all four - side view/91.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/99.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/99.jpg" alt="doggy on all four - side view/99.jpg">
+<figcaption><strong>026</strong> doggy on all four - side view/99.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/122.jpg" alt="doggy on all four - side view/122.jpg">
+<figcaption><strong>027</strong> doggy on all four - side view/122.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/161.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/161.jpg" alt="doggy on all four - side view/161.jpg">
+<figcaption><strong>028</strong> doggy on all four - side view/161.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/162.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/162.jpg" alt="doggy on all four - side view/162.jpg">
+<figcaption><strong>029</strong> doggy on all four - side view/162.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/165.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/165.jpg" alt="doggy on all four - side view/165.jpg">
+<figcaption><strong>030</strong> doggy on all four - side view/165.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/189.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/189.jpg" alt="doggy on all four - side view/189.jpg">
+<figcaption><strong>031</strong> doggy on all four - side view/189.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/189_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/189_2.jpg" alt="doggy on all four - side view/189_2.jpg">
+<figcaption><strong>032</strong> doggy on all four - side view/189_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/192.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/192.jpg" alt="doggy on all four - side view/192.jpg">
+<figcaption><strong>033</strong> doggy on all four - side view/192.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/204.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/204.jpg" alt="doggy on all four - side view/204.jpg">
+<figcaption><strong>034</strong> doggy on all four - side view/204.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/232.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/232.jpg" alt="doggy on all four - side view/232.jpg">
+<figcaption><strong>035</strong> doggy on all four - side view/232.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/233.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/233.jpg" alt="doggy on all four - side view/233.jpg">
+<figcaption><strong>036</strong> doggy on all four - side view/233.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/234.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/234.jpg" alt="doggy on all four - side view/234.jpg">
+<figcaption><strong>037</strong> doggy on all four - side view/234.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/235.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/235.jpg" alt="doggy on all four - side view/235.jpg">
+<figcaption><strong>038</strong> doggy on all four - side view/235.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/243.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/243.jpg" alt="doggy on all four - side view/243.jpg">
+<figcaption><strong>039</strong> doggy on all four - side view/243.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/245.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/245.jpg" alt="doggy on all four - side view/245.jpg">
+<figcaption><strong>040</strong> doggy on all four - side view/245.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-70</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/251.jpg" alt="doggy on all four - side view/251.jpg">
+<figcaption><strong>041</strong> doggy on all four - side view/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/254.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/254.jpg" alt="doggy on all four - side view/254.jpg">
+<figcaption><strong>042</strong> doggy on all four - side view/254.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/254_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/254_2.jpg" alt="doggy on all four - side view/254_2.jpg">
+<figcaption><strong>043</strong> doggy on all four - side view/254_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/254_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/254_3.jpg" alt="doggy on all four - side view/254_3.jpg">
+<figcaption><strong>044</strong> doggy on all four - side view/254_3.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/255.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/255.jpg" alt="doggy on all four - side view/255.jpg">
+<figcaption><strong>045</strong> doggy on all four - side view/255.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/261.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/261.jpg" alt="doggy on all four - side view/261.jpg">
+<figcaption><strong>046</strong> doggy on all four - side view/261.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/261_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/261_2.jpg" alt="doggy on all four - side view/261_2.jpg">
+<figcaption><strong>047</strong> doggy on all four - side view/261_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/269.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/269.jpg" alt="doggy on all four - side view/269.jpg">
+<figcaption><strong>048</strong> doggy on all four - side view/269.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/270.jpg" alt="doggy on all four - side view/270.jpg">
+<figcaption><strong>049</strong> doggy on all four - side view/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/271.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/271.jpg" alt="doggy on all four - side view/271.jpg">
+<figcaption><strong>050</strong> doggy on all four - side view/271.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/271_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/271_2.jpg" alt="doggy on all four - side view/271_2.jpg">
+<figcaption><strong>051</strong> doggy on all four - side view/271_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/285.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/285.jpg" alt="doggy on all four - side view/285.jpg">
+<figcaption><strong>052</strong> doggy on all four - side view/285.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/290.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/290.jpg" alt="doggy on all four - side view/290.jpg">
+<figcaption><strong>053</strong> doggy on all four - side view/290.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/333.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/333.jpg" alt="doggy on all four - side view/333.jpg">
+<figcaption><strong>054</strong> doggy on all four - side view/333.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/341.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/341.jpg" alt="doggy on all four - side view/341.jpg">
+<figcaption><strong>055</strong> doggy on all four - side view/341.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/354.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/354.jpg" alt="doggy on all four - side view/354.jpg">
+<figcaption><strong>056</strong> doggy on all four - side view/354.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/362.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/362.jpg" alt="doggy on all four - side view/362.jpg">
+<figcaption><strong>057</strong> doggy on all four - side view/362.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/377.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/377.jpg" alt="doggy on all four - side view/377.jpg">
+<figcaption><strong>058</strong> doggy on all four - side view/377.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/480.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/480.jpg" alt="doggy on all four - side view/480.jpg">
+<figcaption><strong>059</strong> doggy on all four - side view/480.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/495.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/495.jpg" alt="doggy on all four - side view/495.jpg">
+<figcaption><strong>060</strong> doggy on all four - side view/495.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/505.jpg" alt="doggy on all four - side view/505.jpg">
+<figcaption><strong>061</strong> doggy on all four - side view/505.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/537.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/537.jpg" alt="doggy on all four - side view/537.jpg">
+<figcaption><strong>062</strong> doggy on all four - side view/537.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/537_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/537_2.jpg" alt="doggy on all four - side view/537_2.jpg">
+<figcaption><strong>063</strong> doggy on all four - side view/537_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/547.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/547.jpg" alt="doggy on all four - side view/547.jpg">
+<figcaption><strong>064</strong> doggy on all four - side view/547.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/547_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/547_2.jpg" alt="doggy on all four - side view/547_2.jpg">
+<figcaption><strong>065</strong> doggy on all four - side view/547_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_all_fours_side_view" data-reference-image="doggy on all four - side view/556.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/556.jpg" alt="doggy on all four - side view/556.jpg">
+<figcaption><strong>066</strong> doggy on all four - side view/556.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_all_fours_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/604.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/604.jpg" alt="doggy on all four - side view/604.jpg">
+<figcaption><strong>067</strong> doggy on all four - side view/604.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/613.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/613.jpg" alt="doggy on all four - side view/613.jpg">
+<figcaption><strong>068</strong> doggy on all four - side view/613.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/613_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/613_2.jpg" alt="doggy on all four - side view/613_2.jpg">
+<figcaption><strong>069</strong> doggy on all four - side view/613_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="doggy on all four - side view/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20on%20all%20four%20-%20side%20view/615.jpg" alt="doggy on all four - side view/615.jpg">
+<figcaption><strong>070</strong> doggy on all four - side view/615.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_on_all_four_side_view_review_manifest.json b/ab_batches/normal_camera/review/doggy_on_all_four_side_view_review_manifest.json
new file mode 100644
index 0000000..2b3bd28
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_on_all_four_side_view_review_manifest.json
@@ -0,0 +1,1326 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy on all four - side view",
+  "folder_alias": {
+    "exact_source_folder": "doggy on all four - side view",
+    "canonical_folder": "doggy on all four - side view",
+    "canonical_key": "doggy_on_all_four_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 70,
+  "action_family": "doggy",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_all_fours_side_view",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "doggy on all four - side view/0020.jpg",
+        "doggy on all four - side view/192.jpg",
+        "doggy on all four - side view/2.jpg",
+        "doggy on all four - side view/204.jpg",
+        "doggy on all four - side view/254.jpg",
+        "doggy on all four - side view/254_2.jpg",
+        "doggy on all four - side view/254_3.jpg",
+        "doggy on all four - side view/271.jpg",
+        "doggy on all four - side view/271_2.jpg",
+        "doggy on all four - side view/362.jpg",
+        "doggy on all four - side view/495.jpg",
+        "doggy on all four - side view/556.jpg",
+        "doggy on all four - side view/86.jpg",
+        "doggy on all four - side view/99.jpg"
+      ],
+      "evidence_notes": "Residual-pool review kept the existing selected side-view subset unchanged. The remaining source images mix standing, bed, chair, close, and front-drifting frames, so no additional references were promoted in this pass."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy on all four - side view/2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_doggy_all_fours_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing selected side-view subset unchanged. The remaining source images mix standing, bed, chair, close, and front-drifting frames, so no additional references were promoted in this pass.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "doggy on all four - side view/0004.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 3,
+      "reference_image": "doggy on all four - side view/0004_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "doggy on all four - side view/0006.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 5,
+      "reference_image": "doggy on all four - side view/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 6,
+      "reference_image": "doggy on all four - side view/0011.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 7,
+      "reference_image": "doggy on all four - side view/12.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 8,
+      "reference_image": "doggy on all four - side view/12_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 9,
+      "reference_image": "doggy on all four - side view/0015.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 10,
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+      "review_decision": "residual_unassigned",
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diff --git a/ab_batches/normal_camera/review/doggy_press_back_side_contact_sheet.html b/ab_batches/normal_camera/review/doggy_press_back_side_contact_sheet.html
new file mode 100644
index 0000000..abb4713
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_press_back_side_contact_sheet.html
@@ -0,0 +1,41 @@
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+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: doggy press - back side</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>doggy press - back side</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>doggy press - back side</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_doggy_press_back_side_single_reference_pool" data-reference-image="doggy press - back side/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/doggy%20press%20-%20back%20side/0011.jpg" alt="doggy press - back side/0011.jpg">
+<figcaption><strong>001</strong> doggy press - back side/0011.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_doggy_press_back_side_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/doggy_press_back_side_review_manifest.json b/ab_batches/normal_camera/review/doggy_press_back_side_review_manifest.json
new file mode 100644
index 0000000..c56be50
--- /dev/null
+++ b/ab_batches/normal_camera/review/doggy_press_back_side_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "doggy press - back side",
+  "folder_alias": {
+    "exact_source_folder": "doggy press - back side",
+    "canonical_folder": "doggy press - back side",
+    "canonical_key": "doggy_press_back_side",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "doggy",
+  "source_camera_view": "back_view",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_doggy_press_back_side_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "doggy press - back side/0011.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one back-side doggy-press sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "doggy press - back side/0011.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_doggy_press_back_side_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one back-side doggy-press sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "doggy press - back side/0011.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_press_back_side_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one back-side doggy-press sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/face_sitting_contact_sheet.html b/ab_batches/normal_camera/review/face_sitting_contact_sheet.html
new file mode 100644
index 0000000..7350e4a
--- /dev/null
+++ b/ab_batches/normal_camera/review/face_sitting_contact_sheet.html
@@ -0,0 +1,53 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: face sitting</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: face sitting</h1>
+<p class="meta">No-generation contact sheet. 4 JPGs from <code>face sitting</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>face sitting</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-4</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_face_sitting_mixed_camera_folder_pool" data-reference-image="face sitting/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/face%20sitting/0005.jpg" alt="face sitting/0005.jpg">
+<figcaption><strong>001</strong> face sitting/0005.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_face_sitting_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_face_sitting_mixed_camera_folder_pool" data-reference-image="face sitting/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/face%20sitting/0021.jpg" alt="face sitting/0021.jpg">
+<figcaption><strong>002</strong> face sitting/0021.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_face_sitting_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_face_sitting_mixed_camera_folder_pool" data-reference-image="face sitting/354.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/face%20sitting/354.jpg" alt="face sitting/354.jpg">
+<figcaption><strong>003</strong> face sitting/354.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_face_sitting_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_face_sitting_mixed_camera_folder_pool" data-reference-image="face sitting/533.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/face%20sitting/533.jpg" alt="face sitting/533.jpg">
+<figcaption><strong>004</strong> face sitting/533.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_face_sitting_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/face_sitting_front_view_contact_sheet.html b/ab_batches/normal_camera/review/face_sitting_front_view_contact_sheet.html
new file mode 100644
index 0000000..c5a3ff7
--- /dev/null
+++ b/ab_batches/normal_camera/review/face_sitting_front_view_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: face sitting - front view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: face sitting - front view</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>face sitting - front view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>face sitting - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_face_sitting_front_view_single_reference_pool" data-reference-image="face sitting - front view/56.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/face%20sitting%20-%20front%20view/56.jpg" alt="face sitting - front view/56.jpg">
+<figcaption><strong>001</strong> face sitting - front view/56.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_face_sitting_front_view_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/face_sitting_front_view_review_manifest.json b/ab_batches/normal_camera/review/face_sitting_front_view_review_manifest.json
new file mode 100644
index 0000000..b7bf27a
--- /dev/null
+++ b/ab_batches/normal_camera/review/face_sitting_front_view_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "face sitting - front view",
+  "folder_alias": {
+    "exact_source_folder": "face sitting - front view",
+    "canonical_folder": "face sitting - front view",
+    "canonical_key": "face_sitting_front_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "face_sitting",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_face_sitting_front_view_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "face sitting - front view/56.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one front-view face-sitting sample as coverage evidence only. A single image is too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "face sitting - front view/56.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_face_sitting_front_view_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one front-view face-sitting sample as coverage evidence only. A single image is too thin for a selected pre-A/B route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "face sitting - front view/56.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_face_sitting_front_view_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one front-view face-sitting sample as coverage evidence only. A single image is too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/face_sitting_review_manifest.json b/ab_batches/normal_camera/review/face_sitting_review_manifest.json
new file mode 100644
index 0000000..95e2308
--- /dev/null
+++ b/ab_batches/normal_camera/review/face_sitting_review_manifest.json
@@ -0,0 +1,129 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "face sitting",
+  "folder_alias": {
+    "exact_source_folder": "face sitting",
+    "canonical_folder": "face sitting",
+    "canonical_key": "face_sitting",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 4,
+  "action_family": "face_sitting",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "face sitting/0005.jpg",
+        "face sitting/0021.jpg",
+        "face sitting/354.jpg",
+        "face sitting/533.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "face sitting/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "face sitting/0021.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route.",
+      "index": 2
+    },
+    {
+      "reference_image": "face sitting/354.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route.",
+      "index": 3
+    },
+    {
+      "reference_image": "face sitting/533.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route.",
+      "index": 4
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 4,
+      "image_count": 4,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "face sitting/0005.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "face sitting/0021.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route."
+        },
+        {
+          "index": 3,
+          "reference_image": "face sitting/354.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route."
+        },
+        {
+          "index": 4,
+          "reference_image": "face sitting/533.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. Three samples are front or near-front face-sitting references, while one rear/back-view outlier makes the folder too mixed and thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/fingering_contact_sheet.html b/ab_batches/normal_camera/review/fingering_contact_sheet.html
new file mode 100644
index 0000000..2ec1204
--- /dev/null
+++ b/ab_batches/normal_camera/review/fingering_contact_sheet.html
@@ -0,0 +1,97 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: fingering</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: fingering</h1>
+<p class="meta">No-generation contact sheet. 15 JPGs from <code>fingering</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>fingering</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-15</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_fingering_mixed_camera_folder_pool" data-reference-image="fingering/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/0001.jpg" alt="fingering/0001.jpg">
+<figcaption><strong>001</strong> fingering/0001.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_fingering_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/0004.jpg" alt="fingering/0004.jpg">
+<figcaption><strong>002</strong> fingering/0004.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/0006.jpg" alt="fingering/0006.jpg">
+<figcaption><strong>003</strong> fingering/0006.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/0013.jpg" alt="fingering/0013.jpg">
+<figcaption><strong>004</strong> fingering/0013.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/0015.jpg" alt="fingering/0015.jpg">
+<figcaption><strong>005</strong> fingering/0015.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/39.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/39.jpg" alt="fingering/39.jpg">
+<figcaption><strong>006</strong> fingering/39.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/50.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/50.jpg" alt="fingering/50.jpg">
+<figcaption><strong>007</strong> fingering/50.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/132.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/132.jpg" alt="fingering/132.jpg">
+<figcaption><strong>008</strong> fingering/132.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/133.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/133.jpg" alt="fingering/133.jpg">
+<figcaption><strong>009</strong> fingering/133.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_fingering_mixed_camera_folder_pool" data-reference-image="fingering/195.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/195.jpg" alt="fingering/195.jpg">
+<figcaption><strong>010</strong> fingering/195.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_fingering_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fingering/227.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/227.jpg" alt="fingering/227.jpg">
+<figcaption><strong>011</strong> fingering/227.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fingering/241.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/241.jpg" alt="fingering/241.jpg">
+<figcaption><strong>012</strong> fingering/241.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/279.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/279.jpg" alt="fingering/279.jpg">
+<figcaption><strong>013</strong> fingering/279.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fingering/352.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/352.jpg" alt="fingering/352.jpg">
+<figcaption><strong>014</strong> fingering/352.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_fingering_reclined_front_view" data-reference-image="fingering/603.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fingering/603.jpg" alt="fingering/603.jpg">
+<figcaption><strong>015</strong> fingering/603.jpg<span class="bucket-slot">bucket: front_view / normal_fingering_reclined_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/fingering_review_manifest.json b/ab_batches/normal_camera/review/fingering_review_manifest.json
new file mode 100644
index 0000000..b89cc22
--- /dev/null
+++ b/ab_batches/normal_camera/review/fingering_review_manifest.json
@@ -0,0 +1,337 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "fingering",
+  "folder_alias": {
+    "exact_source_folder": "fingering",
+    "canonical_folder": "fingering",
+    "canonical_key": "fingering",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 15,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_fingering_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "fingering/0001.jpg",
+        "fingering/195.jpg",
+        "fingering/603.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The images include useful manual-contact examples, but upright, standing, side, and oral-adjacent frames keep the full folder from being one locked prompt-ready route."
+    },
+    {
+      "variant_key": "normal_fingering_reclined_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "fingering/0004.jpg",
+        "fingering/0006.jpg",
+        "fingering/0013.jpg",
+        "fingering/0015.jpg",
+        "fingering/39.jpg",
+        "fingering/50.jpg",
+        "fingering/132.jpg",
+        "fingering/133.jpg",
+        "fingering/279.jpg",
+        "fingering/603.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "fingering/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_fingering_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The images include useful manual-contact examples, but upright, standing, side, and oral-adjacent frames keep the full folder from being one locked prompt-ready route.",
+      "index": 1
+    },
+    {
+      "reference_image": "fingering/0004.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 2
+    },
+    {
+      "reference_image": "fingering/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "fingering/0013.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "fingering/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "fingering/39.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "fingering/50.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 7
+    },
+    {
+      "reference_image": "fingering/132.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 8
+    },
+    {
+      "reference_image": "fingering/133.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 9
+    },
+    {
+      "reference_image": "fingering/195.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_fingering_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The images include useful manual-contact examples, but upright, standing, side, and oral-adjacent frames keep the full folder from being one locked prompt-ready route.",
+      "index": 10
+    },
+    {
+      "index": 11,
+      "reference_image": "fingering/227.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 12,
+      "reference_image": "fingering/241.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "fingering/279.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "fingering/352.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "fingering/603.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_fingering_reclined_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset.",
+      "index": 15
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 15,
+      "image_count": 15,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "fingering/0001.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The images include useful manual-contact examples, but upright, standing, side, and oral-adjacent frames keep the full folder from being one locked prompt-ready route."
+        },
+        {
+          "index": 2,
+          "reference_image": "fingering/0004.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "fingering/0006.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "fingering/0013.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "fingering/0015.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "fingering/39.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "fingering/50.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "fingering/132.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "fingering/133.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 10,
+          "reference_image": "fingering/195.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The images include useful manual-contact examples, but upright, standing, side, and oral-adjacent frames keep the full folder from being one locked prompt-ready route."
+        },
+        {
+          "index": 11,
+          "reference_image": "fingering/227.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 12,
+          "reference_image": "fingering/241.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "fingering/279.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "fingering/352.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "fingering/603.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fingering_reclined_front_view",
+          "notes": "Contact-sheet review found a repeated reclined front-view manual-contact family where the camera faces the open-thigh contact plane and face or upper body remains readable. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/fist_contact_sheet.html b/ab_batches/normal_camera/review/fist_contact_sheet.html
new file mode 100644
index 0000000..734145d
--- /dev/null
+++ b/ab_batches/normal_camera/review/fist_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: fist</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: fist</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>fist</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>fist</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_fist_mixed_camera_folder_pool" data-reference-image="fist/337.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fist/337.jpg" alt="fist/337.jpg">
+<figcaption><strong>001</strong> fist/337.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_fist_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/fist_review_manifest.json b/ab_batches/normal_camera/review/fist_review_manifest.json
new file mode 100644
index 0000000..ca86d6c
--- /dev/null
+++ b/ab_batches/normal_camera/review/fist_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "fist",
+  "folder_alias": {
+    "exact_source_folder": "fist",
+    "canonical_folder": "fist",
+    "canonical_key": "fist",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_fist_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "fist/337.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one available manual-contact reference as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "fist/337.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_fist_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one available manual-contact reference as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "fist/337.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_fist_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the one available manual-contact reference as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/footjob_contact_sheet.html b/ab_batches/normal_camera/review/footjob_contact_sheet.html
new file mode 100644
index 0000000..71511c4
--- /dev/null
+++ b/ab_batches/normal_camera/review/footjob_contact_sheet.html
@@ -0,0 +1,45 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: footjob</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: footjob</h1>
+<p class="meta">No-generation contact sheet. 2 JPGs from <code>footjob</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>footjob</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-2</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_footjob_mixed_camera_folder_pool" data-reference-image="footjob/265.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/footjob/265.jpg" alt="footjob/265.jpg">
+<figcaption><strong>001</strong> footjob/265.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_footjob_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_footjob_mixed_camera_folder_pool" data-reference-image="footjob/265_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/footjob/265_2.jpg" alt="footjob/265_2.jpg">
+<figcaption><strong>002</strong> footjob/265_2.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_footjob_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/footjob_review_manifest.json b/ab_batches/normal_camera/review/footjob_review_manifest.json
new file mode 100644
index 0000000..fae4e3f
--- /dev/null
+++ b/ab_batches/normal_camera/review/footjob_review_manifest.json
@@ -0,0 +1,93 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "footjob",
+  "folder_alias": {
+    "exact_source_folder": "footjob",
+    "canonical_folder": "footjob",
+    "canonical_key": "footjob",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 2,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_footjob_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "footjob/265.jpg",
+        "footjob/265_2.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The two samples share the foot-contact action but vary between seated front context and tighter crop, so more matched samples are needed."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "footjob/265.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_footjob_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The two samples share the foot-contact action but vary between seated front context and tighter crop, so more matched samples are needed.",
+      "index": 1
+    },
+    {
+      "reference_image": "footjob/265_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_footjob_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The two samples share the foot-contact action but vary between seated front context and tighter crop, so more matched samples are needed.",
+      "index": 2
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 2,
+      "image_count": 2,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "footjob/265.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_footjob_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The two samples share the foot-contact action but vary between seated front context and tighter crop, so more matched samples are needed."
+        },
+        {
+          "index": 2,
+          "reference_image": "footjob/265_2.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_footjob_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The two samples share the foot-contact action but vary between seated front context and tighter crop, so more matched samples are needed."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html b/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html
new file mode 100644
index 0000000..d1f315e
--- /dev/null
+++ b/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html
@@ -0,0 +1,228 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: fuck from behind standing - woman backside - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: fuck from behind standing - woman backside - side view</h1>
+<p class="meta">No-generation contact sheet. 47 JPGs from <code>fuck from behind standing - woman backside - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>fuck from behind standing - woman backside - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view_folder_pool" data-reference-image="fuck from behind standing - woman backside - side view/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/0008.jpg" alt="fuck from behind standing - woman backside - side view/0008.jpg">
+<figcaption><strong>001</strong> fuck from behind standing - woman backside - side view/0008.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/0010.jpg" alt="fuck from behind standing - woman backside - side view/0010.jpg">
+<figcaption><strong>002</strong> fuck from behind standing - woman backside - side view/0010.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/0012.jpg" alt="fuck from behind standing - woman backside - side view/0012.jpg">
+<figcaption><strong>003</strong> fuck from behind standing - woman backside - side view/0012.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/0020.jpg" alt="fuck from behind standing - woman backside - side view/0020.jpg">
+<figcaption><strong>004</strong> fuck from behind standing - woman backside - side view/0020.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/44.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/44.jpg" alt="fuck from behind standing - woman backside - side view/44.jpg">
+<figcaption><strong>005</strong> fuck from behind standing - woman backside - side view/44.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/68.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/68.jpg" alt="fuck from behind standing - woman backside - side view/68.jpg">
+<figcaption><strong>006</strong> fuck from behind standing - woman backside - side view/68.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/68_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/68_2.jpg" alt="fuck from behind standing - woman backside - side view/68_2.jpg">
+<figcaption><strong>007</strong> fuck from behind standing - woman backside - side view/68_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/112.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/112.jpg" alt="fuck from behind standing - woman backside - side view/112.jpg">
+<figcaption><strong>008</strong> fuck from behind standing - woman backside - side view/112.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/159.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/159.jpg" alt="fuck from behind standing - woman backside - side view/159.jpg">
+<figcaption><strong>009</strong> fuck from behind standing - woman backside - side view/159.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/170.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/170.jpg" alt="fuck from behind standing - woman backside - side view/170.jpg">
+<figcaption><strong>010</strong> fuck from behind standing - woman backside - side view/170.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/172.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/172.jpg" alt="fuck from behind standing - woman backside - side view/172.jpg">
+<figcaption><strong>011</strong> fuck from behind standing - woman backside - side view/172.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/172_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/172_2.jpg" alt="fuck from behind standing - woman backside - side view/172_2.jpg">
+<figcaption><strong>012</strong> fuck from behind standing - woman backside - side view/172_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/182.jpg" alt="fuck from behind standing - woman backside - side view/182.jpg">
+<figcaption><strong>013</strong> fuck from behind standing - woman backside - side view/182.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/186.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/186.jpg" alt="fuck from behind standing - woman backside - side view/186.jpg">
+<figcaption><strong>014</strong> fuck from behind standing - woman backside - side view/186.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/186_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/186_2.jpg" alt="fuck from behind standing - woman backside - side view/186_2.jpg">
+<figcaption><strong>015</strong> fuck from behind standing - woman backside - side view/186_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/196.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/196.jpg" alt="fuck from behind standing - woman backside - side view/196.jpg">
+<figcaption><strong>016</strong> fuck from behind standing - woman backside - side view/196.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/218.jpg" alt="fuck from behind standing - woman backside - side view/218.jpg">
+<figcaption><strong>017</strong> fuck from behind standing - woman backside - side view/218.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/222.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/222.jpg" alt="fuck from behind standing - woman backside - side view/222.jpg">
+<figcaption><strong>018</strong> fuck from behind standing - woman backside - side view/222.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/235.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/235.jpg" alt="fuck from behind standing - woman backside - side view/235.jpg">
+<figcaption><strong>019</strong> fuck from behind standing - woman backside - side view/235.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/257.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/257.jpg" alt="fuck from behind standing - woman backside - side view/257.jpg">
+<figcaption><strong>020</strong> fuck from behind standing - woman backside - side view/257.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/258.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/258.jpg" alt="fuck from behind standing - woman backside - side view/258.jpg">
+<figcaption><strong>021</strong> fuck from behind standing - woman backside - side view/258.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/258_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/258_2.jpg" alt="fuck from behind standing - woman backside - side view/258_2.jpg">
+<figcaption><strong>022</strong> fuck from behind standing - woman backside - side view/258_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/268.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/268.jpg" alt="fuck from behind standing - woman backside - side view/268.jpg">
+<figcaption><strong>023</strong> fuck from behind standing - woman backside - side view/268.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/268_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/268_2.jpg" alt="fuck from behind standing - woman backside - side view/268_2.jpg">
+<figcaption><strong>024</strong> fuck from behind standing - woman backside - side view/268_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/278.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/278.jpg" alt="fuck from behind standing - woman backside - side view/278.jpg">
+<figcaption><strong>025</strong> fuck from behind standing - woman backside - side view/278.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/286.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/286.jpg" alt="fuck from behind standing - woman backside - side view/286.jpg">
+<figcaption><strong>026</strong> fuck from behind standing - woman backside - side view/286.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/288.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/288.jpg" alt="fuck from behind standing - woman backside - side view/288.jpg">
+<figcaption><strong>027</strong> fuck from behind standing - woman backside - side view/288.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/289.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/289.jpg" alt="fuck from behind standing - woman backside - side view/289.jpg">
+<figcaption><strong>028</strong> fuck from behind standing - woman backside - side view/289.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/289_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/289_2.jpg" alt="fuck from behind standing - woman backside - side view/289_2.jpg">
+<figcaption><strong>029</strong> fuck from behind standing - woman backside - side view/289_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/298.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/298.jpg" alt="fuck from behind standing - woman backside - side view/298.jpg">
+<figcaption><strong>030</strong> fuck from behind standing - woman backside - side view/298.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/299.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/299.jpg" alt="fuck from behind standing - woman backside - side view/299.jpg">
+<figcaption><strong>031</strong> fuck from behind standing - woman backside - side view/299.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/305.jpg" alt="fuck from behind standing - woman backside - side view/305.jpg">
+<figcaption><strong>032</strong> fuck from behind standing - woman backside - side view/305.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/307.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/307.jpg" alt="fuck from behind standing - woman backside - side view/307.jpg">
+<figcaption><strong>033</strong> fuck from behind standing - woman backside - side view/307.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/331.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/331.jpg" alt="fuck from behind standing - woman backside - side view/331.jpg">
+<figcaption><strong>034</strong> fuck from behind standing - woman backside - side view/331.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/340.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/340.jpg" alt="fuck from behind standing - woman backside - side view/340.jpg">
+<figcaption><strong>035</strong> fuck from behind standing - woman backside - side view/340.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/341.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/341.jpg" alt="fuck from behind standing - woman backside - side view/341.jpg">
+<figcaption><strong>036</strong> fuck from behind standing - woman backside - side view/341.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/343.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343.jpg" alt="fuck from behind standing - woman backside - side view/343.jpg">
+<figcaption><strong>037</strong> fuck from behind standing - woman backside - side view/343.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/343_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343_2.jpg" alt="fuck from behind standing - woman backside - side view/343_2.jpg">
+<figcaption><strong>038</strong> fuck from behind standing - woman backside - side view/343_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/343_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343_3.jpg" alt="fuck from behind standing - woman backside - side view/343_3.jpg">
+<figcaption><strong>039</strong> fuck from behind standing - woman backside - side view/343_3.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/343_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343_4.jpg" alt="fuck from behind standing - woman backside - side view/343_4.jpg">
+<figcaption><strong>040</strong> fuck from behind standing - woman backside - side view/343_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-47</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/343_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343_5.jpg" alt="fuck from behind standing - woman backside - side view/343_5.jpg">
+<figcaption><strong>041</strong> fuck from behind standing - woman backside - side view/343_5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/343_6.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/343_6.jpg" alt="fuck from behind standing - woman backside - side view/343_6.jpg">
+<figcaption><strong>042</strong> fuck from behind standing - woman backside - side view/343_6.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/345.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/345.jpg" alt="fuck from behind standing - woman backside - side view/345.jpg">
+<figcaption><strong>043</strong> fuck from behind standing - woman backside - side view/345.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/345_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/345_2.jpg" alt="fuck from behind standing - woman backside - side view/345_2.jpg">
+<figcaption><strong>044</strong> fuck from behind standing - woman backside - side view/345_2.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/370.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/370.jpg" alt="fuck from behind standing - woman backside - side view/370.jpg">
+<figcaption><strong>045</strong> fuck from behind standing - woman backside - side view/370.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from behind standing - woman backside - side view/370_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/370_2.jpg" alt="fuck from behind standing - woman backside - side view/370_2.jpg">
+<figcaption><strong>046</strong> fuck from behind standing - woman backside - side view/370_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_doggy_standing_backside_side_view" data-reference-image="fuck from behind standing - woman backside - side view/542.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20behind%20standing%20-%20woman%20backside%20-%20side%20view/542.jpg" alt="fuck from behind standing - woman backside - side view/542.jpg">
+<figcaption><strong>047</strong> fuck from behind standing - woman backside - side view/542.jpg<span class="bucket-slot">bucket: side_view / normal_doggy_standing_backside_side_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_review_manifest.json b/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_review_manifest.json
new file mode 100644
index 0000000..7cbc194
--- /dev/null
+++ b/ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_review_manifest.json
@@ -0,0 +1,923 @@
+{
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+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "fuck from behind standing - woman backside - side view",
+  "folder_alias": {
+    "exact_source_folder": "fuck from behind standing - woman backside - side view",
+    "canonical_folder": "fuck from behind standing - woman backside - side view",
+    "canonical_key": "fuck_from_behind_standing_woman_backside_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
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+  "image_count": 47,
+  "action_family": "doggy",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
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+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
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+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
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+  "selected_subvariants": [
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+        "fuck from behind standing - woman backside - side view/68_2.jpg"
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+      "evidence_notes": "Residual-pool review kept the existing folder-pool anchor unchanged. The folder has standing side/rear-lateral material, but the unselected images mix lifted, seated, bed/couch, front-drifting, and portrait-like frames rather than a cleaner prompt-ready split."
+    },
+    {
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+        "fuck from behind standing - woman backside - side view/0012.jpg",
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+        "fuck from behind standing - woman backside - side view/186_2.jpg",
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+        "fuck from behind standing - woman backside - side view/257.jpg",
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+        "fuck from behind standing - woman backside - side view/288.jpg",
+        "fuck from behind standing - woman backside - side view/343.jpg",
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+        "fuck from behind standing - woman backside - side view/542.jpg",
+        "fuck from behind standing - woman backside - side view/68.jpg",
+        "fuck from behind standing - woman backside - side view/68_2.jpg"
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+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
+      "index": 37
+    },
+    {
+      "reference_image": "fuck from behind standing - woman backside - side view/343_2.jpg",
+      "review_decision": "selected_reference",
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+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
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+    },
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+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
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+      "reference_image": "fuck from behind standing - woman backside - side view/343_4.jpg",
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+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
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+      "reference_image": "fuck from behind standing - woman backside - side view/343_5.jpg",
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+      "review_notes": "",
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+      "reference_image": "fuck from behind standing - woman backside - side view/343_6.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "fuck from behind standing - woman backside - side view/345.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
+      "index": 43
+    },
+    {
+      "reference_image": "fuck from behind standing - woman backside - side view/345_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
+      "index": 44
+    },
+    {
+      "index": 45,
+      "reference_image": "fuck from behind standing - woman backside - side view/370.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 46,
+      "reference_image": "fuck from behind standing - woman backside - side view/370_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "fuck from behind standing - woman backside - side view/542.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_doggy_standing_backside_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass.",
+      "index": 47
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 40,
+      "image_count": 40,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "fuck from behind standing - woman backside - side view/0008.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view_folder_pool",
+          "notes": "Residual-pool review kept the existing folder-pool anchor unchanged. The folder has standing side/rear-lateral material, but the unselected images mix lifted, seated, bed/couch, front-drifting, and portrait-like frames rather than a cleaner prompt-ready split."
+        },
+        {
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+          "reference_image": "fuck from behind standing - woman backside - side view/0010.jpg",
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+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
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+          "reference_image": "fuck from behind standing - woman backside - side view/0012.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 4,
+          "reference_image": "fuck from behind standing - woman backside - side view/0020.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
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+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 6,
+          "reference_image": "fuck from behind standing - woman backside - side view/68.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 7,
+          "reference_image": "fuck from behind standing - woman backside - side view/68_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 8,
+          "reference_image": "fuck from behind standing - woman backside - side view/112.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "fuck from behind standing - woman backside - side view/159.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "fuck from behind standing - woman backside - side view/170.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "fuck from behind standing - woman backside - side view/172.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
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+          "reference_image": "fuck from behind standing - woman backside - side view/172_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "fuck from behind standing - woman backside - side view/182.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 14,
+          "reference_image": "fuck from behind standing - woman backside - side view/186.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 15,
+          "reference_image": "fuck from behind standing - woman backside - side view/186_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 16,
+          "reference_image": "fuck from behind standing - woman backside - side view/196.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 17,
+          "reference_image": "fuck from behind standing - woman backside - side view/218.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "fuck from behind standing - woman backside - side view/222.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 19,
+          "reference_image": "fuck from behind standing - woman backside - side view/235.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "fuck from behind standing - woman backside - side view/257.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 21,
+          "reference_image": "fuck from behind standing - woman backside - side view/258.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "fuck from behind standing - woman backside - side view/258_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "fuck from behind standing - woman backside - side view/268.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "fuck from behind standing - woman backside - side view/268_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 25,
+          "reference_image": "fuck from behind standing - woman backside - side view/278.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "fuck from behind standing - woman backside - side view/286.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 27,
+          "reference_image": "fuck from behind standing - woman backside - side view/288.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 28,
+          "reference_image": "fuck from behind standing - woman backside - side view/289.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 29,
+          "reference_image": "fuck from behind standing - woman backside - side view/289_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "fuck from behind standing - woman backside - side view/298.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 31,
+          "reference_image": "fuck from behind standing - woman backside - side view/299.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "fuck from behind standing - woman backside - side view/305.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "fuck from behind standing - woman backside - side view/307.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "fuck from behind standing - woman backside - side view/331.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 35,
+          "reference_image": "fuck from behind standing - woman backside - side view/340.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 36,
+          "reference_image": "fuck from behind standing - woman backside - side view/341.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 37,
+          "reference_image": "fuck from behind standing - woman backside - side view/343.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 38,
+          "reference_image": "fuck from behind standing - woman backside - side view/343_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 39,
+          "reference_image": "fuck from behind standing - woman backside - side view/343_3.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 40,
+          "reference_image": "fuck from behind standing - woman backside - side view/343_4.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 2,
+      "html_anchor": "page-02",
+      "start_index": 41,
+      "end_index": 47,
+      "image_count": 7,
+      "images": [
+        {
+          "index": 41,
+          "reference_image": "fuck from behind standing - woman backside - side view/343_5.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 42,
+          "reference_image": "fuck from behind standing - woman backside - side view/343_6.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 43,
+          "reference_image": "fuck from behind standing - woman backside - side view/345.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 44,
+          "reference_image": "fuck from behind standing - woman backside - side view/345_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        },
+        {
+          "index": 45,
+          "reference_image": "fuck from behind standing - woman backside - side view/370.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 46,
+          "reference_image": "fuck from behind standing - woman backside - side view/370_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 47,
+          "reference_image": "fuck from behind standing - woman backside - side view/542.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_doggy_standing_backside_side_view",
+          "notes": "Residual-pool review kept the existing standing backside side-view route unchanged. It already has a coherent reviewed subset; remaining images do not add a distinct repeated camera family in this pass."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_contact_sheet.html b/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_contact_sheet.html
new file mode 100644
index 0000000..4b96c14
--- /dev/null
+++ b/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_contact_sheet.html
@@ -0,0 +1,181 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: fuck from front standing - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: fuck from front standing - side view</h1>
+<p class="meta">No-generation contact sheet. 36 JPGs from <code>fuck from front standing - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>fuck from front standing - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-36</h2>
+<div class="grid">
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_standing_from_front_side_view" data-reference-image="fuck from front standing - side view/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/0001.jpg" alt="fuck from front standing - side view/0001.jpg">
+<figcaption><strong>001</strong> fuck from front standing - side view/0001.jpg<span class="bucket-slot">bucket: side_view / normal_standing_from_front_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/0008.jpg" alt="fuck from front standing - side view/0008.jpg">
+<figcaption><strong>002</strong> fuck from front standing - side view/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/0009.jpg" alt="fuck from front standing - side view/0009.jpg">
+<figcaption><strong>003</strong> fuck from front standing - side view/0009.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/16.jpg" alt="fuck from front standing - side view/16.jpg">
+<figcaption><strong>004</strong> fuck from front standing - side view/16.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/19.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/19.jpg" alt="fuck from front standing - side view/19.jpg">
+<figcaption><strong>005</strong> fuck from front standing - side view/19.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/23.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/23.jpg" alt="fuck from front standing - side view/23.jpg">
+<figcaption><strong>006</strong> fuck from front standing - side view/23.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/23_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/23_2.jpg" alt="fuck from front standing - side view/23_2.jpg">
+<figcaption><strong>007</strong> fuck from front standing - side view/23_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_standing_from_front_side_view" data-reference-image="fuck from front standing - side view/73.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/73.jpg" alt="fuck from front standing - side view/73.jpg">
+<figcaption><strong>008</strong> fuck from front standing - side view/73.jpg<span class="bucket-slot">bucket: side_view / normal_standing_from_front_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/163.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/163.jpg" alt="fuck from front standing - side view/163.jpg">
+<figcaption><strong>009</strong> fuck from front standing - side view/163.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/163_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/163_2.jpg" alt="fuck from front standing - side view/163_2.jpg">
+<figcaption><strong>010</strong> fuck from front standing - side view/163_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/170.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/170.jpg" alt="fuck from front standing - side view/170.jpg">
+<figcaption><strong>011</strong> fuck from front standing - side view/170.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/172.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/172.jpg" alt="fuck from front standing - side view/172.jpg">
+<figcaption><strong>012</strong> fuck from front standing - side view/172.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/174.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/174.jpg" alt="fuck from front standing - side view/174.jpg">
+<figcaption><strong>013</strong> fuck from front standing - side view/174.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/180.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/180.jpg" alt="fuck from front standing - side view/180.jpg">
+<figcaption><strong>014</strong> fuck from front standing - side view/180.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/183.jpg" alt="fuck from front standing - side view/183.jpg">
+<figcaption><strong>015</strong> fuck from front standing - side view/183.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/186.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/186.jpg" alt="fuck from front standing - side view/186.jpg">
+<figcaption><strong>016</strong> fuck from front standing - side view/186.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/192.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/192.jpg" alt="fuck from front standing - side view/192.jpg">
+<figcaption><strong>017</strong> fuck from front standing - side view/192.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/207.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/207.jpg" alt="fuck from front standing - side view/207.jpg">
+<figcaption><strong>018</strong> fuck from front standing - side view/207.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/230.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/230.jpg" alt="fuck from front standing - side view/230.jpg">
+<figcaption><strong>019</strong> fuck from front standing - side view/230.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_standing_from_front_side_view" data-reference-image="fuck from front standing - side view/252.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/252.jpg" alt="fuck from front standing - side view/252.jpg">
+<figcaption><strong>020</strong> fuck from front standing - side view/252.jpg<span class="bucket-slot">bucket: side_view / normal_standing_from_front_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/267.jpg" alt="fuck from front standing - side view/267.jpg">
+<figcaption><strong>021</strong> fuck from front standing - side view/267.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/295.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/295.jpg" alt="fuck from front standing - side view/295.jpg">
+<figcaption><strong>022</strong> fuck from front standing - side view/295.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/295_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/295_2.jpg" alt="fuck from front standing - side view/295_2.jpg">
+<figcaption><strong>023</strong> fuck from front standing - side view/295_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/296.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/296.jpg" alt="fuck from front standing - side view/296.jpg">
+<figcaption><strong>024</strong> fuck from front standing - side view/296.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/296_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/296_2.jpg" alt="fuck from front standing - side view/296_2.jpg">
+<figcaption><strong>025</strong> fuck from front standing - side view/296_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/298.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/298.jpg" alt="fuck from front standing - side view/298.jpg">
+<figcaption><strong>026</strong> fuck from front standing - side view/298.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/307.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/307.jpg" alt="fuck from front standing - side view/307.jpg">
+<figcaption><strong>027</strong> fuck from front standing - side view/307.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/320.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/320.jpg" alt="fuck from front standing - side view/320.jpg">
+<figcaption><strong>028</strong> fuck from front standing - side view/320.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/340.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/340.jpg" alt="fuck from front standing - side view/340.jpg">
+<figcaption><strong>029</strong> fuck from front standing - side view/340.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/343.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/343.jpg" alt="fuck from front standing - side view/343.jpg">
+<figcaption><strong>030</strong> fuck from front standing - side view/343.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/343_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/343_2.jpg" alt="fuck from front standing - side view/343_2.jpg">
+<figcaption><strong>031</strong> fuck from front standing - side view/343_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/345.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/345.jpg" alt="fuck from front standing - side view/345.jpg">
+<figcaption><strong>032</strong> fuck from front standing - side view/345.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/345_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/345_2.jpg" alt="fuck from front standing - side view/345_2.jpg">
+<figcaption><strong>033</strong> fuck from front standing - side view/345_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/549.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/549.jpg" alt="fuck from front standing - side view/549.jpg">
+<figcaption><strong>034</strong> fuck from front standing - side view/549.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/549_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/549_2.jpg" alt="fuck from front standing - side view/549_2.jpg">
+<figcaption><strong>035</strong> fuck from front standing - side view/549_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="fuck from front standing - side view/561.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/fuck%20from%20front%20standing%20-%20side%20view/561.jpg" alt="fuck from front standing - side view/561.jpg">
+<figcaption><strong>036</strong> fuck from front standing - side view/561.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_review_manifest.json b/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_review_manifest.json
new file mode 100644
index 0000000..52f8803
--- /dev/null
+++ b/ab_batches/normal_camera/review/fuck_from_front_standing_side_view_review_manifest.json
@@ -0,0 +1,705 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "fuck from front standing - side view",
+  "folder_alias": {
+    "exact_source_folder": "fuck from front standing - side view",
+    "canonical_folder": "fuck from front standing - side view",
+    "canonical_key": "fuck_from_front_standing_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 36,
+  "action_family": "standing_penetration",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_standing_from_front_side_view",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "fuck from front standing - side view/0001.jpg",
+        "fuck from front standing - side view/252.jpg",
+        "fuck from front standing - side view/73.jpg"
+      ],
+      "evidence_notes": "Residual-pool review kept the existing selected standing from-front side-view subset unchanged. The remaining source images include usable side/near-side frames, but too many drift into suspended/lifted, close-crop, couch, or front-heavy framing for a safe reference expansion."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "fuck from front standing - side view/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_standing_from_front_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing selected standing from-front side-view subset unchanged. The remaining source images include usable side/near-side frames, but too many drift into suspended/lifted, close-crop, couch, or front-heavy framing for a safe reference expansion.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "fuck from front standing - side view/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 3,
+      "reference_image": "fuck from front standing - side view/0009.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "fuck from front standing - side view/16.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 5,
+      "reference_image": "fuck from front standing - side view/19.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 6,
+      "reference_image": "fuck from front standing - side view/23.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 7,
+      "reference_image": "fuck from front standing - side view/23_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "fuck from front standing - side view/73.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_standing_from_front_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing selected standing from-front side-view subset unchanged. The remaining source images include usable side/near-side frames, but too many drift into suspended/lifted, close-crop, couch, or front-heavy framing for a safe reference expansion.",
+      "index": 8
+    },
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+}
diff --git a/ab_batches/normal_camera/review/handjob_standing_low_angle_contact_sheet.html b/ab_batches/normal_camera/review/handjob_standing_low_angle_contact_sheet.html
new file mode 100644
index 0000000..4b66f5a
--- /dev/null
+++ b/ab_batches/normal_camera/review/handjob_standing_low_angle_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: handjob - standing -low angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: handjob - standing -low angle</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>handjob - standing -low angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>handjob - standing - low angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_low_angle_single_reference_pool" data-reference-image="handjob - standing -low angle/552.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20-%20standing%20-low%20angle/552.jpg" alt="handjob - standing -low angle/552.jpg">
+<figcaption><strong>001</strong> handjob - standing -low angle/552.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_handjob_standing_low_angle_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/handjob_standing_low_angle_review_manifest.json b/ab_batches/normal_camera/review/handjob_standing_low_angle_review_manifest.json
new file mode 100644
index 0000000..4730f84
--- /dev/null
+++ b/ab_batches/normal_camera/review/handjob_standing_low_angle_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "handjob - standing -low angle",
+  "folder_alias": {
+    "exact_source_folder": "handjob - standing -low angle",
+    "canonical_folder": "handjob - standing - low angle",
+    "canonical_key": "handjob_standing_low_angle",
+    "alias_applied": true,
+    "alias_reason": "Spacing typo normalized for review metadata while preserving exact source path."
+  },
+  "image_count": 1,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "low_angle",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_handjob_standing_low_angle_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "handjob - standing -low angle/552.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one standing low-angle manual-contact sample as coverage evidence only. A single image is too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "handjob - standing -low angle/552.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_handjob_standing_low_angle_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one standing low-angle manual-contact sample as coverage evidence only. A single image is too thin for a selected pre-A/B route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "handjob - standing -low angle/552.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_low_angle_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one standing low-angle manual-contact sample as coverage evidence only. A single image is too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/handjob_standing_side_view_contact_sheet.html b/ab_batches/normal_camera/review/handjob_standing_side_view_contact_sheet.html
new file mode 100644
index 0000000..1d7eb03
--- /dev/null
+++ b/ab_batches/normal_camera/review/handjob_standing_side_view_contact_sheet.html
@@ -0,0 +1,292 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: handjob standing - side view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: handjob standing - side view</h1>
+<p class="meta">No-generation contact sheet. 63 JPGs from <code>handjob standing - side view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>handjob standing - side view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0001.jpg" alt="handjob standing - side view/0001.jpg">
+<figcaption><strong>001</strong> handjob standing - side view/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0001_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0001_2.jpg" alt="handjob standing - side view/0001_2.jpg">
+<figcaption><strong>002</strong> handjob standing - side view/0001_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0002.jpg" alt="handjob standing - side view/0002.jpg">
+<figcaption><strong>003</strong> handjob standing - side view/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0003.jpg" alt="handjob standing - side view/0003.jpg">
+<figcaption><strong>004</strong> handjob standing - side view/0003.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0003_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0003_2.jpg" alt="handjob standing - side view/0003_2.jpg">
+<figcaption><strong>005</strong> handjob standing - side view/0003_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0003_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0003_3.jpg" alt="handjob standing - side view/0003_3.jpg">
+<figcaption><strong>006</strong> handjob standing - side view/0003_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0005.jpg" alt="handjob standing - side view/0005.jpg">
+<figcaption><strong>007</strong> handjob standing - side view/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0005_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0005_2.jpg" alt="handjob standing - side view/0005_2.jpg">
+<figcaption><strong>008</strong> handjob standing - side view/0005_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0008.jpg" alt="handjob standing - side view/0008.jpg">
+<figcaption><strong>009</strong> handjob standing - side view/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0010.jpg" alt="handjob standing - side view/0010.jpg">
+<figcaption><strong>010</strong> handjob standing - side view/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0010_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0010_2.jpg" alt="handjob standing - side view/0010_2.jpg">
+<figcaption><strong>011</strong> handjob standing - side view/0010_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0010_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0010_3.jpg" alt="handjob standing - side view/0010_3.jpg">
+<figcaption><strong>012</strong> handjob standing - side view/0010_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0011.jpg" alt="handjob standing - side view/0011.jpg">
+<figcaption><strong>013</strong> handjob standing - side view/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0013.jpg" alt="handjob standing - side view/0013.jpg">
+<figcaption><strong>014</strong> handjob standing - side view/0013.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0015.jpg" alt="handjob standing - side view/0015.jpg">
+<figcaption><strong>015</strong> handjob standing - side view/0015.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0015_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0015_2.jpg" alt="handjob standing - side view/0015_2.jpg">
+<figcaption><strong>016</strong> handjob standing - side view/0015_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/16.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/16.jpg" alt="handjob standing - side view/16.jpg">
+<figcaption><strong>017</strong> handjob standing - side view/16.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/17.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/17.jpg" alt="handjob standing - side view/17.jpg">
+<figcaption><strong>018</strong> handjob standing - side view/17.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0017.jpg" alt="handjob standing - side view/0017.jpg">
+<figcaption><strong>019</strong> handjob standing - side view/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/0020.jpg" alt="handjob standing - side view/0020.jpg">
+<figcaption><strong>020</strong> handjob standing - side view/0020.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/46.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/46.jpg" alt="handjob standing - side view/46.jpg">
+<figcaption><strong>021</strong> handjob standing - side view/46.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/48.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/48.jpg" alt="handjob standing - side view/48.jpg">
+<figcaption><strong>022</strong> handjob standing - side view/48.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/54.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/54.jpg" alt="handjob standing - side view/54.jpg">
+<figcaption><strong>023</strong> handjob standing - side view/54.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/105.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/105.jpg" alt="handjob standing - side view/105.jpg">
+<figcaption><strong>024</strong> handjob standing - side view/105.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/109.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/109.jpg" alt="handjob standing - side view/109.jpg">
+<figcaption><strong>025</strong> handjob standing - side view/109.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/113.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/113.jpg" alt="handjob standing - side view/113.jpg">
+<figcaption><strong>026</strong> handjob standing - side view/113.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/114.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/114.jpg" alt="handjob standing - side view/114.jpg">
+<figcaption><strong>027</strong> handjob standing - side view/114.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/137.jpg" alt="handjob standing - side view/137.jpg">
+<figcaption><strong>028</strong> handjob standing - side view/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/145.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/145.jpg" alt="handjob standing - side view/145.jpg">
+<figcaption><strong>029</strong> handjob standing - side view/145.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/171.jpg" alt="handjob standing - side view/171.jpg">
+<figcaption><strong>030</strong> handjob standing - side view/171.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/174.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/174.jpg" alt="handjob standing - side view/174.jpg">
+<figcaption><strong>031</strong> handjob standing - side view/174.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/175.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/175.jpg" alt="handjob standing - side view/175.jpg">
+<figcaption><strong>032</strong> handjob standing - side view/175.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/188.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/188.jpg" alt="handjob standing - side view/188.jpg">
+<figcaption><strong>033</strong> handjob standing - side view/188.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/251.jpg" alt="handjob standing - side view/251.jpg">
+<figcaption><strong>034</strong> handjob standing - side view/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/260.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/260.jpg" alt="handjob standing - side view/260.jpg">
+<figcaption><strong>035</strong> handjob standing - side view/260.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/263.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/263.jpg" alt="handjob standing - side view/263.jpg">
+<figcaption><strong>036</strong> handjob standing - side view/263.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/273.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/273.jpg" alt="handjob standing - side view/273.jpg">
+<figcaption><strong>037</strong> handjob standing - side view/273.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/274.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/274.jpg" alt="handjob standing - side view/274.jpg">
+<figcaption><strong>038</strong> handjob standing - side view/274.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/278.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/278.jpg" alt="handjob standing - side view/278.jpg">
+<figcaption><strong>039</strong> handjob standing - side view/278.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/279.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/279.jpg" alt="handjob standing - side view/279.jpg">
+<figcaption><strong>040</strong> handjob standing - side view/279.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-63</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/288.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/288.jpg" alt="handjob standing - side view/288.jpg">
+<figcaption><strong>041</strong> handjob standing - side view/288.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/295.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/295.jpg" alt="handjob standing - side view/295.jpg">
+<figcaption><strong>042</strong> handjob standing - side view/295.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/296.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/296.jpg" alt="handjob standing - side view/296.jpg">
+<figcaption><strong>043</strong> handjob standing - side view/296.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/305.jpg" alt="handjob standing - side view/305.jpg">
+<figcaption><strong>044</strong> handjob standing - side view/305.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/325.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/325.jpg" alt="handjob standing - side view/325.jpg">
+<figcaption><strong>045</strong> handjob standing - side view/325.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/327.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/327.jpg" alt="handjob standing - side view/327.jpg">
+<figcaption><strong>046</strong> handjob standing - side view/327.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/336.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/336.jpg" alt="handjob standing - side view/336.jpg">
+<figcaption><strong>047</strong> handjob standing - side view/336.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/348.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/348.jpg" alt="handjob standing - side view/348.jpg">
+<figcaption><strong>048</strong> handjob standing - side view/348.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/359.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/359.jpg" alt="handjob standing - side view/359.jpg">
+<figcaption><strong>049</strong> handjob standing - side view/359.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/369.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/369.jpg" alt="handjob standing - side view/369.jpg">
+<figcaption><strong>050</strong> handjob standing - side view/369.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/372.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/372.jpg" alt="handjob standing - side view/372.jpg">
+<figcaption><strong>051</strong> handjob standing - side view/372.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/372_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/372_2.jpg" alt="handjob standing - side view/372_2.jpg">
+<figcaption><strong>052</strong> handjob standing - side view/372_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/499.jpg" alt="handjob standing - side view/499.jpg">
+<figcaption><strong>053</strong> handjob standing - side view/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/505.jpg" alt="handjob standing - side view/505.jpg">
+<figcaption><strong>054</strong> handjob standing - side view/505.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/509.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/509.jpg" alt="handjob standing - side view/509.jpg">
+<figcaption><strong>055</strong> handjob standing - side view/509.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/529.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/529.jpg" alt="handjob standing - side view/529.jpg">
+<figcaption><strong>056</strong> handjob standing - side view/529.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/536.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/536.jpg" alt="handjob standing - side view/536.jpg">
+<figcaption><strong>057</strong> handjob standing - side view/536.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_handjob_standing_side_profile" data-reference-image="handjob standing - side view/549.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/549.jpg" alt="handjob standing - side view/549.jpg">
+<figcaption><strong>058</strong> handjob standing - side view/549.jpg<span class="bucket-slot">bucket: side_view / normal_handjob_standing_side_profile</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/601.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/601.jpg" alt="handjob standing - side view/601.jpg">
+<figcaption><strong>059</strong> handjob standing - side view/601.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/601_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/601_2.jpg" alt="handjob standing - side view/601_2.jpg">
+<figcaption><strong>060</strong> handjob standing - side view/601_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/602.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/602.jpg" alt="handjob standing - side view/602.jpg">
+<figcaption><strong>061</strong> handjob standing - side view/602.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/608.jpg" alt="handjob standing - side view/608.jpg">
+<figcaption><strong>062</strong> handjob standing - side view/608.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="handjob standing - side view/614.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/handjob%20standing%20-%20side%20view/614.jpg" alt="handjob standing - side view/614.jpg">
+<figcaption><strong>063</strong> handjob standing - side view/614.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/handjob_standing_side_view_review_manifest.json b/ab_batches/normal_camera/review/handjob_standing_side_view_review_manifest.json
new file mode 100644
index 0000000..1f0973b
--- /dev/null
+++ b/ab_batches/normal_camera/review/handjob_standing_side_view_review_manifest.json
@@ -0,0 +1,1200 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "handjob standing - side view",
+  "folder_alias": {
+    "exact_source_folder": "handjob standing - side view",
+    "canonical_folder": "handjob standing - side view",
+    "canonical_key": "handjob_standing_side_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 63,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "side_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_handjob_standing_side_profile",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "handjob standing - side view/16.jpg",
+        "handjob standing - side view/105.jpg",
+        "handjob standing - side view/171.jpg",
+        "handjob standing - side view/174.jpg",
+        "handjob standing - side view/175.jpg",
+        "handjob standing - side view/305.jpg",
+        "handjob standing - side view/549.jpg"
+      ],
+      "evidence_notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+    }
+  ],
+  "review_items": [
+    {
+      "index": 1,
+      "reference_image": "handjob standing - side view/0001.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 2,
+      "reference_image": "handjob standing - side view/0001_2.jpg",
+      "review_decision": "residual_unassigned",
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+    },
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+    },
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+      "reference_image": "handjob standing - side view/0003.jpg",
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+        {
+          "index": 18,
+          "reference_image": "handjob standing - side view/17.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 19,
+          "reference_image": "handjob standing - side view/0017.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "handjob standing - side view/0020.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 21,
+          "reference_image": "handjob standing - side view/46.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "handjob standing - side view/48.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "handjob standing - side view/54.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "handjob standing - side view/105.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 25,
+          "reference_image": "handjob standing - side view/109.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "handjob standing - side view/113.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 27,
+          "reference_image": "handjob standing - side view/114.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 28,
+          "reference_image": "handjob standing - side view/137.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 29,
+          "reference_image": "handjob standing - side view/145.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "handjob standing - side view/171.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 31,
+          "reference_image": "handjob standing - side view/174.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 32,
+          "reference_image": "handjob standing - side view/175.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 33,
+          "reference_image": "handjob standing - side view/188.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "handjob standing - side view/251.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 35,
+          "reference_image": "handjob standing - side view/260.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 36,
+          "reference_image": "handjob standing - side view/263.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 37,
+          "reference_image": "handjob standing - side view/273.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 38,
+          "reference_image": "handjob standing - side view/274.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 39,
+          "reference_image": "handjob standing - side view/278.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 40,
+          "reference_image": "handjob standing - side view/279.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 2,
+      "html_anchor": "page-02",
+      "start_index": 41,
+      "end_index": 63,
+      "image_count": 23,
+      "images": [
+        {
+          "index": 41,
+          "reference_image": "handjob standing - side view/288.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 42,
+          "reference_image": "handjob standing - side view/295.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 43,
+          "reference_image": "handjob standing - side view/296.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 44,
+          "reference_image": "handjob standing - side view/305.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 45,
+          "reference_image": "handjob standing - side view/325.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 46,
+          "reference_image": "handjob standing - side view/327.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 47,
+          "reference_image": "handjob standing - side view/336.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 48,
+          "reference_image": "handjob standing - side view/348.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 49,
+          "reference_image": "handjob standing - side view/359.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 50,
+          "reference_image": "handjob standing - side view/369.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 51,
+          "reference_image": "handjob standing - side view/372.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 52,
+          "reference_image": "handjob standing - side view/372_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 53,
+          "reference_image": "handjob standing - side view/499.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 54,
+          "reference_image": "handjob standing - side view/505.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 55,
+          "reference_image": "handjob standing - side view/509.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 56,
+          "reference_image": "handjob standing - side view/529.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 57,
+          "reference_image": "handjob standing - side view/536.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 58,
+          "reference_image": "handjob standing - side view/549.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_handjob_standing_side_profile",
+          "notes": "Residual-pool review kept the existing standing side-profile subset unchanged. The remaining source images mix kneeling, seated, close portrait, near-front, and oral-adjacent frames, so no additional references were promoted in this pass."
+        },
+        {
+          "index": 59,
+          "reference_image": "handjob standing - side view/601.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 60,
+          "reference_image": "handjob standing - side view/601_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 61,
+          "reference_image": "handjob standing - side view/602.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 62,
+          "reference_image": "handjob standing - side view/608.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 63,
+          "reference_image": "handjob standing - side view/614.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/index.html b/ab_batches/normal_camera/review/index.html
new file mode 100644
index 0000000..c7e3046
--- /dev/null
+++ b/ab_batches/normal_camera/review/index.html
@@ -0,0 +1,76 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Index</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+.meta{margin:0 0 16px;color:#4b5563}
+table{border-collapse:collapse;width:100%;background:#fff}
+th,td{border:1px solid #d0d7de;padding:8px;text-align:left;font-size:13px;vertical-align:top}
+th{background:#eef0f3}
+td.num{text-align:right}
+code{font-size:12px}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Index</h1>
+<p class="meta">No-generation index for local review manifests and contact sheets.</p>
+<table>
+<thead><tr><th>Source folder</th><th>Canonical label</th><th>Images</th><th>Selected refs</th><th>Residual</th><th>Manifest</th><th>Contact sheet</th></tr></thead>
+<tbody>
+<tr><td><code>reverse cowgirl</code></td><td><code>reverse cowgirl</code></td><td class="num">240</td><td class="num">36</td><td class="num">204</td><td><a href="reverse_cowgirl_review_manifest.json">manifest</a></td><td><a href="reverse_cowgirl_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>breasts exposed</code></td><td><code>breasts exposed</code></td><td class="num">168</td><td class="num">46</td><td class="num">122</td><td><a href="breasts_exposed_review_manifest.json">manifest</a></td><td><a href="breasts_exposed_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>pussy spread</code></td><td><code>pussy spread</code></td><td class="num">100</td><td class="num">36</td><td class="num">64</td><td><a href="pussy_spread_review_manifest.json">manifest</a></td><td><a href="pussy_spread_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anal random</code></td><td><code>anal random</code></td><td class="num">99</td><td class="num">23</td><td class="num">76</td><td><a href="anal_random_review_manifest.json">manifest</a></td><td><a href="anal_random_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>couple kissing</code></td><td><code>couple kissing</code></td><td class="num">88</td><td class="num">12</td><td class="num">76</td><td><a href="couple_kissing_review_manifest.json">manifest</a></td><td><a href="couple_kissing_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>cowgirl - back view - 3-4 angle</code></td><td><code>cowgirl - back view - 3-4 angle</code></td><td class="num">129</td><td class="num">15</td><td class="num">114</td><td><a href="cowgirl_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="cowgirl_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>cowgirl - side view</code></td><td><code>cowgirl - side view</code></td><td class="num">34</td><td class="num">15</td><td class="num">19</td><td><a href="cowgirl_side_view_review_manifest.json">manifest</a></td><td><a href="cowgirl_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>woman solo showing her hass - back view</code></td><td><code>woman solo showing her ass - back view</code></td><td class="num">99</td><td class="num">11</td><td class="num">88</td><td><a href="woman_solo_showing_her_hass_back_view_review_manifest.json">manifest</a></td><td><a href="woman_solo_showing_her_hass_back_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy on all four - back view - 3-4 angle</code></td><td><code>doggy on all four - back view - 3-4 angle</code></td><td class="num">69</td><td class="num">15</td><td class="num">54</td><td><a href="doggy_on_all_four_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="doggy_on_all_four_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy on all four - side view</code></td><td><code>doggy on all four - side view</code></td><td class="num">70</td><td class="num">14</td><td class="num">56</td><td><a href="doggy_on_all_four_side_view_review_manifest.json">manifest</a></td><td><a href="doggy_on_all_four_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy all four - front view</code></td><td><code>doggy all four - front view</code></td><td class="num">28</td><td class="num">15</td><td class="num">13</td><td><a href="doggy_all_four_front_view_review_manifest.json">manifest</a></td><td><a href="doggy_all_four_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy - front view </code></td><td><code>doggy - front view</code></td><td class="num">13</td><td class="num">12</td><td class="num">1</td><td><a href="doggy_front_view_review_manifest.json">manifest</a></td><td><a href="doggy_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>handjob standing - side view</code></td><td><code>handjob standing - side view</code></td><td class="num">63</td><td class="num">7</td><td class="num">56</td><td><a href="handjob_standing_side_view_review_manifest.json">manifest</a></td><td><a href="handjob_standing_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>wand</code></td><td><code>wand</code></td><td class="num">9</td><td class="num">8</td><td class="num">1</td><td><a href="wand_review_manifest.json">manifest</a></td><td><a href="wand_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>breast sucking - side view</code></td><td><code>breast sucking - side view</code></td><td class="num">43</td><td class="num">15</td><td class="num">28</td><td><a href="breast_sucking_side_view_review_manifest.json">manifest</a></td><td><a href="breast_sucking_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>fuck from front standing - side view</code></td><td><code>fuck from front standing - side view</code></td><td class="num">36</td><td class="num">3</td><td class="num">33</td><td><a href="fuck_from_front_standing_side_view_review_manifest.json">manifest</a></td><td><a href="fuck_from_front_standing_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy - back view - 3-4 angle</code></td><td><code>doggy - back view - 3-4 angle</code></td><td class="num">35</td><td class="num">15</td><td class="num">20</td><td><a href="doggy_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="doggy_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>penis worship</code></td><td><code>penis worship</code></td><td class="num">49</td><td class="num">20</td><td class="num">29</td><td><a href="penis_worship_review_manifest.json">manifest</a></td><td><a href="penis_worship_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>fuck from behind standing - woman backside - side view</code></td><td><code>fuck from behind standing - woman backside - side view</code></td><td class="num">47</td><td class="num">17</td><td class="num">30</td><td><a href="fuck_from_behind_standing_woman_backside_side_view_review_manifest.json">manifest</a></td><td><a href="fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>piledriver</code></td><td><code>piledriver</code></td><td class="num">27</td><td class="num">18</td><td class="num">9</td><td><a href="piledriver_review_manifest.json">manifest</a></td><td><a href="piledriver_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>blowjob - laying - front view</code></td><td><code>blowjob - laying - front view</code></td><td class="num">26</td><td class="num">15</td><td class="num">11</td><td><a href="blowjob_laying_front_view_review_manifest.json">manifest</a></td><td><a href="blowjob_laying_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>breast - touching - front view</code></td><td><code>breast - touching - front view</code></td><td class="num">25</td><td class="num">15</td><td class="num">10</td><td><a href="breast_touching_front_view_review_manifest.json">manifest</a></td><td><a href="breast_touching_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>ballsucking - laying</code></td><td><code>ballsucking - laying</code></td><td class="num">2</td><td class="num">2</td><td class="num">0</td><td><a href="ballsucking_laying_review_manifest.json">manifest</a></td><td><a href="ballsucking_laying_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>ballsucking - standing</code></td><td><code>ballsucking - standing</code></td><td class="num">12</td><td class="num">12</td><td class="num">0</td><td><a href="ballsucking_standing_review_manifest.json">manifest</a></td><td><a href="ballsucking_standing_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>face sitting</code></td><td><code>face sitting</code></td><td class="num">4</td><td class="num">4</td><td class="num">0</td><td><a href="face_sitting_review_manifest.json">manifest</a></td><td><a href="face_sitting_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>pussy licking - backv iew</code></td><td><code>pussy licking - back view</code></td><td class="num">3</td><td class="num">3</td><td class="num">0</td><td><a href="pussy_licking_backv_iew_review_manifest.json">manifest</a></td><td><a href="pussy_licking_backv_iew_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>removing pants</code></td><td><code>removing pants</code></td><td class="num">3</td><td class="num">3</td><td class="num">0</td><td><a href="removing_pants_review_manifest.json">manifest</a></td><td><a href="removing_pants_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>rimjob</code></td><td><code>rimjob</code></td><td class="num">3</td><td class="num">3</td><td class="num">0</td><td><a href="rimjob_review_manifest.json">manifest</a></td><td><a href="rimjob_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>footjob</code></td><td><code>footjob</code></td><td class="num">2</td><td class="num">2</td><td class="num">0</td><td><a href="footjob_review_manifest.json">manifest</a></td><td><a href="footjob_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>reverse cowgirl - leg up</code></td><td><code>reverse cowgirl - leg up</code></td><td class="num">2</td><td class="num">2</td><td class="num">0</td><td><a href="reverse_cowgirl_leg_up_review_manifest.json">manifest</a></td><td><a href="reverse_cowgirl_leg_up_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>reverse cowgirl -pretzel</code></td><td><code>reverse cowgirl - pretzel</code></td><td class="num">2</td><td class="num">2</td><td class="num">0</td><td><a href="reverse_cowgirl_pretzel_review_manifest.json">manifest</a></td><td><a href="reverse_cowgirl_pretzel_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>fist</code></td><td><code>fist</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="fist_review_manifest.json">manifest</a></td><td><a href="fist_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anal cowgirl</code></td><td><code>anal cowgirl</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="anal_cowgirl_review_manifest.json">manifest</a></td><td><a href="anal_cowgirl_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anal doggy - side view</code></td><td><code>anal doggy - side view</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="anal_doggy_side_view_review_manifest.json">manifest</a></td><td><a href="anal_doggy_side_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anal fuck from behind laying - back view - 3-4 angle</code></td><td><code>anal fuck from behind laying - back view - 3-4 angle</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anal reverse congress</code></td><td><code>anal reverse congress</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="anal_reverse_congress_review_manifest.json">manifest</a></td><td><a href="anal_reverse_congress_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>anus lickiing</code></td><td><code>anus licking</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="anus_lickiing_review_manifest.json">manifest</a></td><td><a href="anus_lickiing_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>blowjob laying - back view - 3-4 angle</code></td><td><code>blowjob laying - back view - 3-4 angle</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="blowjob_laying_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="blowjob_laying_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>doggy press - back side</code></td><td><code>doggy press - back side</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="doggy_press_back_side_review_manifest.json">manifest</a></td><td><a href="doggy_press_back_side_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>face sitting - front view</code></td><td><code>face sitting - front view</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="face_sitting_front_view_review_manifest.json">manifest</a></td><td><a href="face_sitting_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>handjob - standing -low angle</code></td><td><code>handjob - standing - low angle</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="handjob_standing_low_angle_review_manifest.json">manifest</a></td><td><a href="handjob_standing_low_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>pussy licking leg up - back view - 3-4 angle</code></td><td><code>pussy licking leg up - back view - 3-4 angle</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json">manifest</a></td><td><a href="pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>pussy licking standing woman</code></td><td><code>pussy licking standing woman</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="pussy_licking_standing_woman_review_manifest.json">manifest</a></td><td><a href="pussy_licking_standing_woman_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>under desk</code></td><td><code>under desk</code></td><td class="num">1</td><td class="num">1</td><td class="num">0</td><td><a href="under_desk_review_manifest.json">manifest</a></td><td><a href="under_desk_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>pretzel</code></td><td><code>pretzel</code></td><td class="num">2</td><td class="num">2</td><td class="num">0</td><td><a href="pretzel_review_manifest.json">manifest</a></td><td><a href="pretzel_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>woman ass exposed</code></td><td><code>woman ass exposed</code></td><td class="num">4</td><td class="num">4</td><td class="num">0</td><td><a href="woman_ass_exposed_review_manifest.json">manifest</a></td><td><a href="woman_ass_exposed_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>reverse congress - front view</code></td><td><code>reverse congress - front view</code></td><td class="num">21</td><td class="num">15</td><td class="num">6</td><td><a href="reverse_congress_front_view_review_manifest.json">manifest</a></td><td><a href="reverse_congress_front_view_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>boobjob</code></td><td><code>boobjob</code></td><td class="num">19</td><td class="num">13</td><td class="num">6</td><td><a href="boobjob_review_manifest.json">manifest</a></td><td><a href="boobjob_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>fingering</code></td><td><code>fingering</code></td><td class="num">15</td><td class="num">12</td><td class="num">3</td><td><a href="fingering_review_manifest.json">manifest</a></td><td><a href="fingering_contact_sheet.html">contact sheet</a></td></tr>
+<tr><td><code>69</code></td><td><code>69</code></td><td class="num">10</td><td class="num">8</td><td class="num">2</td><td><a href="69_review_manifest.json">manifest</a></td><td><a href="69_contact_sheet.html">contact sheet</a></td></tr>
+</tbody>
+</table>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/index.md b/ab_batches/normal_camera/review/index.md
new file mode 100644
index 0000000..09cbfad
--- /dev/null
+++ b/ab_batches/normal_camera/review/index.md
@@ -0,0 +1,56 @@
+# Normal Camera Review Index
+
+No-generation index for local review manifests and contact sheets.
+
+| Source folder | Canonical label | Images | Selected refs | Residual | Manifest | Contact sheet |
+| --- | --- | ---: | ---: | ---: | --- | --- |
+| reverse cowgirl | reverse cowgirl | 240 | 36 | 204 | [manifest](reverse_cowgirl_review_manifest.json) | [contact sheet](reverse_cowgirl_contact_sheet.html) |
+| breasts exposed | breasts exposed | 168 | 46 | 122 | [manifest](breasts_exposed_review_manifest.json) | [contact sheet](breasts_exposed_contact_sheet.html) |
+| pussy spread | pussy spread | 100 | 36 | 64 | [manifest](pussy_spread_review_manifest.json) | [contact sheet](pussy_spread_contact_sheet.html) |
+| anal random | anal random | 99 | 23 | 76 | [manifest](anal_random_review_manifest.json) | [contact sheet](anal_random_contact_sheet.html) |
+| couple kissing | couple kissing | 88 | 12 | 76 | [manifest](couple_kissing_review_manifest.json) | [contact sheet](couple_kissing_contact_sheet.html) |
+| cowgirl - back view - 3-4 angle | cowgirl - back view - 3-4 angle | 129 | 15 | 114 | [manifest](cowgirl_back_view_3_4_angle_review_manifest.json) | [contact sheet](cowgirl_back_view_3_4_angle_contact_sheet.html) |
+| cowgirl - side view | cowgirl - side view | 34 | 15 | 19 | [manifest](cowgirl_side_view_review_manifest.json) | [contact sheet](cowgirl_side_view_contact_sheet.html) |
+| woman solo showing her hass - back view | woman solo showing her ass - back view | 99 | 11 | 88 | [manifest](woman_solo_showing_her_hass_back_view_review_manifest.json) | [contact sheet](woman_solo_showing_her_hass_back_view_contact_sheet.html) |
+| doggy on all four - back view - 3-4 angle | doggy on all four - back view - 3-4 angle | 69 | 15 | 54 | [manifest](doggy_on_all_four_back_view_3_4_angle_review_manifest.json) | [contact sheet](doggy_on_all_four_back_view_3_4_angle_contact_sheet.html) |
+| doggy on all four - side view | doggy on all four - side view | 70 | 14 | 56 | [manifest](doggy_on_all_four_side_view_review_manifest.json) | [contact sheet](doggy_on_all_four_side_view_contact_sheet.html) |
+| doggy all four - front view | doggy all four - front view | 28 | 15 | 13 | [manifest](doggy_all_four_front_view_review_manifest.json) | [contact sheet](doggy_all_four_front_view_contact_sheet.html) |
+| doggy - front view  | doggy - front view | 13 | 12 | 1 | [manifest](doggy_front_view_review_manifest.json) | [contact sheet](doggy_front_view_contact_sheet.html) |
+| handjob standing - side view | handjob standing - side view | 63 | 7 | 56 | [manifest](handjob_standing_side_view_review_manifest.json) | [contact sheet](handjob_standing_side_view_contact_sheet.html) |
+| wand | wand | 9 | 8 | 1 | [manifest](wand_review_manifest.json) | [contact sheet](wand_contact_sheet.html) |
+| breast sucking - side view | breast sucking - side view | 43 | 15 | 28 | [manifest](breast_sucking_side_view_review_manifest.json) | [contact sheet](breast_sucking_side_view_contact_sheet.html) |
+| fuck from front standing - side view | fuck from front standing - side view | 36 | 3 | 33 | [manifest](fuck_from_front_standing_side_view_review_manifest.json) | [contact sheet](fuck_from_front_standing_side_view_contact_sheet.html) |
+| doggy - back view - 3-4 angle | doggy - back view - 3-4 angle | 35 | 15 | 20 | [manifest](doggy_back_view_3_4_angle_review_manifest.json) | [contact sheet](doggy_back_view_3_4_angle_contact_sheet.html) |
+| penis worship | penis worship | 49 | 20 | 29 | [manifest](penis_worship_review_manifest.json) | [contact sheet](penis_worship_contact_sheet.html) |
+| fuck from behind standing - woman backside - side view | fuck from behind standing - woman backside - side view | 47 | 17 | 30 | [manifest](fuck_from_behind_standing_woman_backside_side_view_review_manifest.json) | [contact sheet](fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html) |
+| piledriver | piledriver | 27 | 18 | 9 | [manifest](piledriver_review_manifest.json) | [contact sheet](piledriver_contact_sheet.html) |
+| blowjob - laying - front view | blowjob - laying - front view | 26 | 15 | 11 | [manifest](blowjob_laying_front_view_review_manifest.json) | [contact sheet](blowjob_laying_front_view_contact_sheet.html) |
+| breast - touching - front view | breast - touching - front view | 25 | 15 | 10 | [manifest](breast_touching_front_view_review_manifest.json) | [contact sheet](breast_touching_front_view_contact_sheet.html) |
+| ballsucking - laying | ballsucking - laying | 2 | 2 | 0 | [manifest](ballsucking_laying_review_manifest.json) | [contact sheet](ballsucking_laying_contact_sheet.html) |
+| ballsucking - standing | ballsucking - standing | 12 | 12 | 0 | [manifest](ballsucking_standing_review_manifest.json) | [contact sheet](ballsucking_standing_contact_sheet.html) |
+| face sitting | face sitting | 4 | 4 | 0 | [manifest](face_sitting_review_manifest.json) | [contact sheet](face_sitting_contact_sheet.html) |
+| pussy licking - backv iew | pussy licking - back view | 3 | 3 | 0 | [manifest](pussy_licking_backv_iew_review_manifest.json) | [contact sheet](pussy_licking_backv_iew_contact_sheet.html) |
+| removing pants | removing pants | 3 | 3 | 0 | [manifest](removing_pants_review_manifest.json) | [contact sheet](removing_pants_contact_sheet.html) |
+| rimjob | rimjob | 3 | 3 | 0 | [manifest](rimjob_review_manifest.json) | [contact sheet](rimjob_contact_sheet.html) |
+| footjob | footjob | 2 | 2 | 0 | [manifest](footjob_review_manifest.json) | [contact sheet](footjob_contact_sheet.html) |
+| reverse cowgirl - leg up | reverse cowgirl - leg up | 2 | 2 | 0 | [manifest](reverse_cowgirl_leg_up_review_manifest.json) | [contact sheet](reverse_cowgirl_leg_up_contact_sheet.html) |
+| reverse cowgirl -pretzel | reverse cowgirl - pretzel | 2 | 2 | 0 | [manifest](reverse_cowgirl_pretzel_review_manifest.json) | [contact sheet](reverse_cowgirl_pretzel_contact_sheet.html) |
+| fist | fist | 1 | 1 | 0 | [manifest](fist_review_manifest.json) | [contact sheet](fist_contact_sheet.html) |
+| anal cowgirl | anal cowgirl | 1 | 1 | 0 | [manifest](anal_cowgirl_review_manifest.json) | [contact sheet](anal_cowgirl_contact_sheet.html) |
+| anal doggy - side view | anal doggy - side view | 1 | 1 | 0 | [manifest](anal_doggy_side_view_review_manifest.json) | [contact sheet](anal_doggy_side_view_contact_sheet.html) |
+| anal fuck from behind laying - back view - 3-4 angle | anal fuck from behind laying - back view - 3-4 angle | 1 | 1 | 0 | [manifest](anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json) | [contact sheet](anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html) |
+| anal reverse congress | anal reverse congress | 1 | 1 | 0 | [manifest](anal_reverse_congress_review_manifest.json) | [contact sheet](anal_reverse_congress_contact_sheet.html) |
+| anus lickiing | anus licking | 1 | 1 | 0 | [manifest](anus_lickiing_review_manifest.json) | [contact sheet](anus_lickiing_contact_sheet.html) |
+| blowjob laying - back view - 3-4 angle | blowjob laying - back view - 3-4 angle | 1 | 1 | 0 | [manifest](blowjob_laying_back_view_3_4_angle_review_manifest.json) | [contact sheet](blowjob_laying_back_view_3_4_angle_contact_sheet.html) |
+| doggy press - back side | doggy press - back side | 1 | 1 | 0 | [manifest](doggy_press_back_side_review_manifest.json) | [contact sheet](doggy_press_back_side_contact_sheet.html) |
+| face sitting - front view | face sitting - front view | 1 | 1 | 0 | [manifest](face_sitting_front_view_review_manifest.json) | [contact sheet](face_sitting_front_view_contact_sheet.html) |
+| handjob - standing -low angle | handjob - standing - low angle | 1 | 1 | 0 | [manifest](handjob_standing_low_angle_review_manifest.json) | [contact sheet](handjob_standing_low_angle_contact_sheet.html) |
+| pussy licking leg up - back view - 3-4 angle | pussy licking leg up - back view - 3-4 angle | 1 | 1 | 0 | [manifest](pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json) | [contact sheet](pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html) |
+| pussy licking standing woman | pussy licking standing woman | 1 | 1 | 0 | [manifest](pussy_licking_standing_woman_review_manifest.json) | [contact sheet](pussy_licking_standing_woman_contact_sheet.html) |
+| under desk | under desk | 1 | 1 | 0 | [manifest](under_desk_review_manifest.json) | [contact sheet](under_desk_contact_sheet.html) |
+| pretzel | pretzel | 2 | 2 | 0 | [manifest](pretzel_review_manifest.json) | [contact sheet](pretzel_contact_sheet.html) |
+| woman ass exposed | woman ass exposed | 4 | 4 | 0 | [manifest](woman_ass_exposed_review_manifest.json) | [contact sheet](woman_ass_exposed_contact_sheet.html) |
+| reverse congress - front view | reverse congress - front view | 21 | 15 | 6 | [manifest](reverse_congress_front_view_review_manifest.json) | [contact sheet](reverse_congress_front_view_contact_sheet.html) |
+| boobjob | boobjob | 19 | 13 | 6 | [manifest](boobjob_review_manifest.json) | [contact sheet](boobjob_contact_sheet.html) |
+| fingering | fingering | 15 | 12 | 3 | [manifest](fingering_review_manifest.json) | [contact sheet](fingering_contact_sheet.html) |
+| 69 | 69 | 10 | 8 | 2 | [manifest](69_review_manifest.json) | [contact sheet](69_contact_sheet.html) |
diff --git a/ab_batches/normal_camera/review/penis_worship_contact_sheet.html b/ab_batches/normal_camera/review/penis_worship_contact_sheet.html
new file mode 100644
index 0000000..02bd274
--- /dev/null
+++ b/ab_batches/normal_camera/review/penis_worship_contact_sheet.html
@@ -0,0 +1,236 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: penis worship</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: penis worship</h1>
+<p class="meta">No-generation contact sheet. 49 JPGs from <code>penis worship</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>penis worship</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_foreground_close_reference_folder_pool" data-reference-image="penis worship/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0001.jpg" alt="penis worship/0001.jpg">
+<figcaption><strong>001</strong> penis worship/0001.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_penis_worship_foreground_close_reference_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0001_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0001_2.jpg" alt="penis worship/0001_2.jpg">
+<figcaption><strong>002</strong> penis worship/0001_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0002.jpg" alt="penis worship/0002.jpg">
+<figcaption><strong>003</strong> penis worship/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view" data-reference-image="penis worship/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0002_2.jpg" alt="penis worship/0002_2.jpg">
+<figcaption><strong>004</strong> penis worship/0002_2.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_laying_partner_vertical_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0003.jpg" alt="penis worship/0003.jpg">
+<figcaption><strong>005</strong> penis worship/0003.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0003_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0003_2.jpg" alt="penis worship/0003_2.jpg">
+<figcaption><strong>006</strong> penis worship/0003_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0004.jpg" alt="penis worship/0004.jpg">
+<figcaption><strong>007</strong> penis worship/0004.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0004_2.jpg" alt="penis worship/0004_2.jpg">
+<figcaption><strong>008</strong> penis worship/0004_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0004_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0004_3.jpg" alt="penis worship/0004_3.jpg">
+<figcaption><strong>009</strong> penis worship/0004_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view" data-reference-image="penis worship/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0006.jpg" alt="penis worship/0006.jpg">
+<figcaption><strong>010</strong> penis worship/0006.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_laying_partner_vertical_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0007.jpg" alt="penis worship/0007.jpg">
+<figcaption><strong>011</strong> penis worship/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0008.jpg" alt="penis worship/0008.jpg">
+<figcaption><strong>012</strong> penis worship/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0008_2.jpg" alt="penis worship/0008_2.jpg">
+<figcaption><strong>013</strong> penis worship/0008_2.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0010.jpg" alt="penis worship/0010.jpg">
+<figcaption><strong>014</strong> penis worship/0010.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view" data-reference-image="penis worship/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0011.jpg" alt="penis worship/0011.jpg">
+<figcaption><strong>015</strong> penis worship/0011.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_laying_partner_vertical_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0012.jpg" alt="penis worship/0012.jpg">
+<figcaption><strong>016</strong> penis worship/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0015.jpg" alt="penis worship/0015.jpg">
+<figcaption><strong>017</strong> penis worship/0015.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0016.jpg" alt="penis worship/0016.jpg">
+<figcaption><strong>018</strong> penis worship/0016.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0017.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0017.jpg" alt="penis worship/0017.jpg">
+<figcaption><strong>019</strong> penis worship/0017.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0018.jpg" alt="penis worship/0018.jpg">
+<figcaption><strong>020</strong> penis worship/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0018_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0018_2.jpg" alt="penis worship/0018_2.jpg">
+<figcaption><strong>021</strong> penis worship/0018_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/0020.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/0020.jpg" alt="penis worship/0020.jpg">
+<figcaption><strong>022</strong> penis worship/0020.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/499.jpg" alt="penis worship/499.jpg">
+<figcaption><strong>023</strong> penis worship/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/505.jpg" alt="penis worship/505.jpg">
+<figcaption><strong>024</strong> penis worship/505.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/510.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/510.jpg" alt="penis worship/510.jpg">
+<figcaption><strong>025</strong> penis worship/510.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/517.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/517.jpg" alt="penis worship/517.jpg">
+<figcaption><strong>026</strong> penis worship/517.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/517_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/517_2.jpg" alt="penis worship/517_2.jpg">
+<figcaption><strong>027</strong> penis worship/517_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/519.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/519.jpg" alt="penis worship/519.jpg">
+<figcaption><strong>028</strong> penis worship/519.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/519_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/519_2.jpg" alt="penis worship/519_2.jpg">
+<figcaption><strong>029</strong> penis worship/519_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/520.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/520.jpg" alt="penis worship/520.jpg">
+<figcaption><strong>030</strong> penis worship/520.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/522.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/522.jpg" alt="penis worship/522.jpg">
+<figcaption><strong>031</strong> penis worship/522.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/565.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/565.jpg" alt="penis worship/565.jpg">
+<figcaption><strong>032</strong> penis worship/565.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/566.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/566.jpg" alt="penis worship/566.jpg">
+<figcaption><strong>033</strong> penis worship/566.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/566_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/566_2.jpg" alt="penis worship/566_2.jpg">
+<figcaption><strong>034</strong> penis worship/566_2.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/590.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/590.jpg" alt="penis worship/590.jpg">
+<figcaption><strong>035</strong> penis worship/590.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/590_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/590_2.jpg" alt="penis worship/590_2.jpg">
+<figcaption><strong>036</strong> penis worship/590_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/592.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/592.jpg" alt="penis worship/592.jpg">
+<figcaption><strong>037</strong> penis worship/592.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/592_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/592_2.jpg" alt="penis worship/592_2.jpg">
+<figcaption><strong>038</strong> penis worship/592_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/598.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/598.jpg" alt="penis worship/598.jpg">
+<figcaption><strong>039</strong> penis worship/598.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/603.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/603.jpg" alt="penis worship/603.jpg">
+<figcaption><strong>040</strong> penis worship/603.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-49</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/603_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/603_2.jpg" alt="penis worship/603_2.jpg">
+<figcaption><strong>041</strong> penis worship/603_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/603_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/603_3.jpg" alt="penis worship/603_3.jpg">
+<figcaption><strong>042</strong> penis worship/603_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/603_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/603_4.jpg" alt="penis worship/603_4.jpg">
+<figcaption><strong>043</strong> penis worship/603_4.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/604.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/604.jpg" alt="penis worship/604.jpg">
+<figcaption><strong>044</strong> penis worship/604.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="penis worship/607.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/607.jpg" alt="penis worship/607.jpg">
+<figcaption><strong>045</strong> penis worship/607.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_top_view" data-reference-image="penis worship/607_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/607_2.jpg" alt="penis worship/607_2.jpg">
+<figcaption><strong>046</strong> penis worship/607_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_penis_worship_top_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view" data-reference-image="penis worship/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/608.jpg" alt="penis worship/608.jpg">
+<figcaption><strong>047</strong> penis worship/608.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_laying_partner_vertical_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view" data-reference-image="penis worship/609.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/609.jpg" alt="penis worship/609.jpg">
+<figcaption><strong>048</strong> penis worship/609.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_laying_partner_vertical_side_view</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_penis_worship_side_view" data-reference-image="penis worship/618.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/penis%20worship/618.jpg" alt="penis worship/618.jpg">
+<figcaption><strong>049</strong> penis worship/618.jpg<span class="bucket-slot">bucket: side_view / normal_penis_worship_side_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/penis_worship_review_manifest.json b/ab_batches/normal_camera/review/penis_worship_review_manifest.json
new file mode 100644
index 0000000..595da99
--- /dev/null
+++ b/ab_batches/normal_camera/review/penis_worship_review_manifest.json
@@ -0,0 +1,975 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "penis worship",
+  "folder_alias": {
+    "exact_source_folder": "penis worship",
+    "canonical_folder": "penis worship",
+    "canonical_key": "penis_worship",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 49,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_penis_worship_foreground_close_reference_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "penis worship/0001.jpg"
+      ],
+      "evidence_notes": "Residual-pool review kept the existing foreground-close source-pool anchor unchanged. The remaining images are foreground-heavy and drift through front or near-POV framing, so no prompt-ready expansion was promoted in this pass."
+    },
+    {
+      "variant_key": "normal_penis_worship_top_view",
+      "review_bucket": "top_or_low_special",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "penis worship/510.jpg",
+        "penis worship/517.jpg",
+        "penis worship/519.jpg",
+        "penis worship/520.jpg",
+        "penis worship/603_4.jpg",
+        "penis worship/607_2.jpg"
+      ],
+      "evidence_notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+    },
+    {
+      "variant_key": "normal_penis_worship_side_view",
+      "review_bucket": "side_view",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "penis worship/0003.jpg",
+        "penis worship/0004.jpg",
+        "penis worship/0008_2.jpg",
+        "penis worship/0016.jpg",
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+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+          "notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion."
+        },
+        {
+          "index": 11,
+          "reference_image": "penis worship/0007.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 12,
+          "reference_image": "penis worship/0008.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "penis worship/0008_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        },
+        {
+          "index": 14,
+          "reference_image": "penis worship/0010.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "penis worship/0011.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+          "notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion."
+        },
+        {
+          "index": 16,
+          "reference_image": "penis worship/0012.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "penis worship/0015.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "penis worship/0016.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        },
+        {
+          "index": 19,
+          "reference_image": "penis worship/0017.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "penis worship/0018.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 21,
+          "reference_image": "penis worship/0018_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "penis worship/0020.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "penis worship/499.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "penis worship/505.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        },
+        {
+          "index": 25,
+          "reference_image": "penis worship/510.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 26,
+          "reference_image": "penis worship/517.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 27,
+          "reference_image": "penis worship/517_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 28,
+          "reference_image": "penis worship/519.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 29,
+          "reference_image": "penis worship/519_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "penis worship/520.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 31,
+          "reference_image": "penis worship/522.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "penis worship/565.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "penis worship/566.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        },
+        {
+          "index": 34,
+          "reference_image": "penis worship/566_2.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        },
+        {
+          "index": 35,
+          "reference_image": "penis worship/590.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 36,
+          "reference_image": "penis worship/590_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 37,
+          "reference_image": "penis worship/592.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 38,
+          "reference_image": "penis worship/592_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 39,
+          "reference_image": "penis worship/598.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 40,
+          "reference_image": "penis worship/603.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 2,
+      "html_anchor": "page-02",
+      "start_index": 41,
+      "end_index": 49,
+      "image_count": 9,
+      "images": [
+        {
+          "index": 41,
+          "reference_image": "penis worship/603_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 42,
+          "reference_image": "penis worship/603_3.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 43,
+          "reference_image": "penis worship/603_4.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 44,
+          "reference_image": "penis worship/604.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 45,
+          "reference_image": "penis worship/607.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 46,
+          "reference_image": "penis worship/607_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_top_view",
+          "notes": "Residual-pool review kept the existing user-selected top-view anchors unchanged. The folder still needs cleaner repeated samples before this orientation can become a pre-A/B route."
+        },
+        {
+          "index": 47,
+          "reference_image": "penis worship/608.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+          "notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion."
+        },
+        {
+          "index": 48,
+          "reference_image": "penis worship/609.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+          "notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion."
+        },
+        {
+          "index": 49,
+          "reference_image": "penis worship/618.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_penis_worship_side_view",
+          "notes": "Residual-pool review kept the existing user-selected side-view anchors unchanged. The residual folder does not add a cleaner repeated lateral camera subset in this pass."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/piledriver_contact_sheet.html b/ab_batches/normal_camera/review/piledriver_contact_sheet.html
new file mode 100644
index 0000000..75a1385
--- /dev/null
+++ b/ab_batches/normal_camera/review/piledriver_contact_sheet.html
@@ -0,0 +1,145 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: piledriver</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: piledriver</h1>
+<p class="meta">No-generation contact sheet. 27 JPGs from <code>piledriver</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>piledriver</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-27</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_mixed_camera_folder_pool" data-reference-image="piledriver/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0001.jpg" alt="piledriver/0001.jpg">
+<figcaption><strong>001</strong> piledriver/0001.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_piledriver_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0002.jpg" alt="piledriver/0002.jpg">
+<figcaption><strong>002</strong> piledriver/0002.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0004.jpg" alt="piledriver/0004.jpg">
+<figcaption><strong>003</strong> piledriver/0004.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0004_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0004_2.jpg" alt="piledriver/0004_2.jpg">
+<figcaption><strong>004</strong> piledriver/0004_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0005.jpg" alt="piledriver/0005.jpg">
+<figcaption><strong>005</strong> piledriver/0005.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0006.jpg" alt="piledriver/0006.jpg">
+<figcaption><strong>006</strong> piledriver/0006.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0006_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0006_2.jpg" alt="piledriver/0006_2.jpg">
+<figcaption><strong>007</strong> piledriver/0006_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0007.jpg" alt="piledriver/0007.jpg">
+<figcaption><strong>008</strong> piledriver/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0007_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0007_2.jpg" alt="piledriver/0007_2.jpg">
+<figcaption><strong>009</strong> piledriver/0007_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0009.jpg" alt="piledriver/0009.jpg">
+<figcaption><strong>010</strong> piledriver/0009.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0009_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0009_2.jpg" alt="piledriver/0009_2.jpg">
+<figcaption><strong>011</strong> piledriver/0009_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0011.jpg" alt="piledriver/0011.jpg">
+<figcaption><strong>012</strong> piledriver/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0012.jpg" alt="piledriver/0012.jpg">
+<figcaption><strong>013</strong> piledriver/0012.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_mixed_camera_folder_pool" data-reference-image="piledriver/0012_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0012_2.jpg" alt="piledriver/0012_2.jpg">
+<figcaption><strong>014</strong> piledriver/0012_2.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_piledriver_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0013.jpg" alt="piledriver/0013.jpg">
+<figcaption><strong>015</strong> piledriver/0013.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/0021.jpg" alt="piledriver/0021.jpg">
+<figcaption><strong>016</strong> piledriver/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/267.jpg" alt="piledriver/267.jpg">
+<figcaption><strong>017</strong> piledriver/267.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/282.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/282.jpg" alt="piledriver/282.jpg">
+<figcaption><strong>018</strong> piledriver/282.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/317.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/317.jpg" alt="piledriver/317.jpg">
+<figcaption><strong>019</strong> piledriver/317.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/317_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/317_2.jpg" alt="piledriver/317_2.jpg">
+<figcaption><strong>020</strong> piledriver/317_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/317_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/317_3.jpg" alt="piledriver/317_3.jpg">
+<figcaption><strong>021</strong> piledriver/317_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/318.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/318.jpg" alt="piledriver/318.jpg">
+<figcaption><strong>022</strong> piledriver/318.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/319.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/319.jpg" alt="piledriver/319.jpg">
+<figcaption><strong>023</strong> piledriver/319.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="piledriver/494.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/494.jpg" alt="piledriver/494.jpg">
+<figcaption><strong>024</strong> piledriver/494.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/494_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/494_2.jpg" alt="piledriver/494_2.jpg">
+<figcaption><strong>025</strong> piledriver/494_2.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="top_or_low_special" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_high_front_down_view" data-reference-image="piledriver/538.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/538.jpg" alt="piledriver/538.jpg">
+<figcaption><strong>026</strong> piledriver/538.jpg<span class="bucket-slot">bucket: top_or_low_special / normal_piledriver_high_front_down_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_piledriver_mixed_camera_folder_pool" data-reference-image="piledriver/617.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/piledriver/617.jpg" alt="piledriver/617.jpg">
+<figcaption><strong>027</strong> piledriver/617.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_piledriver_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/piledriver_review_manifest.json b/ab_batches/normal_camera/review/piledriver_review_manifest.json
new file mode 100644
index 0000000..448d26f
--- /dev/null
+++ b/ab_batches/normal_camera/review/piledriver_review_manifest.json
@@ -0,0 +1,552 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "piledriver",
+  "folder_alias": {
+    "exact_source_folder": "piledriver",
+    "canonical_folder": "piledriver",
+    "canonical_key": "piledriver",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 27,
+  "action_family": "piledriver_or_pretzel",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-06-29",
+      "reference_images": [
+        "piledriver/0001.jpg",
+        "piledriver/0012_2.jpg",
+        "piledriver/617.jpg"
+      ],
+      "evidence_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
+    },
+    {
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "review_bucket": "top_or_low_special",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "piledriver/0002.jpg",
+        "piledriver/0004_2.jpg",
+        "piledriver/0005.jpg",
+        "piledriver/0006_2.jpg",
+        "piledriver/0009.jpg",
+        "piledriver/0009_2.jpg",
+        "piledriver/0012.jpg",
+        "piledriver/0013.jpg",
+        "piledriver/282.jpg",
+        "piledriver/317.jpg",
+        "piledriver/317_2.jpg",
+        "piledriver/318.jpg",
+        "piledriver/319.jpg",
+        "piledriver/494_2.jpg",
+        "piledriver/538.jpg"
+      ],
+      "evidence_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "piledriver/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
+      "index": 1
+    },
+    {
+      "reference_image": "piledriver/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "piledriver/0004.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/0004_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 4
+    },
+    {
+      "reference_image": "piledriver/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "piledriver/0006.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/0006_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "piledriver/0007.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 9,
+      "reference_image": "piledriver/0007_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/0009.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 10
+    },
+    {
+      "reference_image": "piledriver/0009_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 11
+    },
+    {
+      "index": 12,
+      "reference_image": "piledriver/0011.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/0012.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 13
+    },
+    {
+      "reference_image": "piledriver/0012_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
+      "index": 14
+    },
+    {
+      "reference_image": "piledriver/0013.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 15
+    },
+    {
+      "index": 16,
+      "reference_image": "piledriver/0021.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 17,
+      "reference_image": "piledriver/267.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/282.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 18
+    },
+    {
+      "reference_image": "piledriver/317.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 19
+    },
+    {
+      "reference_image": "piledriver/317_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 20
+    },
+    {
+      "index": 21,
+      "reference_image": "piledriver/317_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/318.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 22
+    },
+    {
+      "reference_image": "piledriver/319.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 23
+    },
+    {
+      "index": 24,
+      "reference_image": "piledriver/494.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "piledriver/494_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 25
+    },
+    {
+      "reference_image": "piledriver/538.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "top_or_low_special",
+      "variant_key": "normal_piledriver_high_front_down_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
+      "index": 26
+    },
+    {
+      "reference_image": "piledriver/617.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
+      "index": 27
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 27,
+      "image_count": 27,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "piledriver/0001.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
+        },
+        {
+          "index": 2,
+          "reference_image": "piledriver/0002.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 3,
+          "reference_image": "piledriver/0004.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 4,
+          "reference_image": "piledriver/0004_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 5,
+          "reference_image": "piledriver/0005.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 6,
+          "reference_image": "piledriver/0006.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 7,
+          "reference_image": "piledriver/0006_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 8,
+          "reference_image": "piledriver/0007.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 9,
+          "reference_image": "piledriver/0007_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "piledriver/0009.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 11,
+          "reference_image": "piledriver/0009_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 12,
+          "reference_image": "piledriver/0011.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "piledriver/0012.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 14,
+          "reference_image": "piledriver/0012_2.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
+        },
+        {
+          "index": 15,
+          "reference_image": "piledriver/0013.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 16,
+          "reference_image": "piledriver/0021.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "piledriver/267.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "piledriver/282.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 19,
+          "reference_image": "piledriver/317.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 20,
+          "reference_image": "piledriver/317_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 21,
+          "reference_image": "piledriver/317_3.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "piledriver/318.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 23,
+          "reference_image": "piledriver/319.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 24,
+          "reference_image": "piledriver/494.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 25,
+          "reference_image": "piledriver/494_2.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 26,
+          "reference_image": "piledriver/538.jpg",
+          "review_bucket": "top_or_low_special",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_high_front_down_view",
+          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
+        },
+        {
+          "index": 27,
+          "reference_image": "piledriver/617.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/pretzel_contact_sheet.html b/ab_batches/normal_camera/review/pretzel_contact_sheet.html
new file mode 100644
index 0000000..1cc3fbc
--- /dev/null
+++ b/ab_batches/normal_camera/review/pretzel_contact_sheet.html
@@ -0,0 +1,45 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: pretzel</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: pretzel</h1>
+<p class="meta">No-generation contact sheet. 2 JPGs from <code>pretzel</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>pretzel</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-2</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pretzel_mixed_camera_folder_pool" data-reference-image="pretzel/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pretzel/0001.jpg" alt="pretzel/0001.jpg">
+<figcaption><strong>001</strong> pretzel/0001.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pretzel_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pretzel_mixed_camera_folder_pool" data-reference-image="pretzel/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pretzel/0006.jpg" alt="pretzel/0006.jpg">
+<figcaption><strong>002</strong> pretzel/0006.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pretzel_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/pretzel_review_manifest.json b/ab_batches/normal_camera/review/pretzel_review_manifest.json
new file mode 100644
index 0000000..99833ec
--- /dev/null
+++ b/ab_batches/normal_camera/review/pretzel_review_manifest.json
@@ -0,0 +1,93 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "pretzel",
+  "folder_alias": {
+    "exact_source_folder": "pretzel",
+    "canonical_folder": "pretzel",
+    "canonical_key": "pretzel",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 2,
+  "action_family": "piledriver_or_pretzel",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pretzel/0001.jpg",
+        "pretzel/0006.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review records the existing two-sample pretzel mixed-camera source pool as needs_samples. The folder is fully represented but too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "pretzel/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing two-sample pretzel mixed-camera source pool as needs_samples. The folder is fully represented but too thin for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "pretzel/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing two-sample pretzel mixed-camera source pool as needs_samples. The folder is fully represented but too thin for a selected pre-A/B route.",
+      "index": 2
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 2,
+      "image_count": 2,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "pretzel/0001.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review records the existing two-sample pretzel mixed-camera source pool as needs_samples. The folder is fully represented but too thin for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "pretzel/0006.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review records the existing two-sample pretzel mixed-camera source pool as needs_samples. The folder is fully represented but too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/pussy_licking_backv_iew_contact_sheet.html b/ab_batches/normal_camera/review/pussy_licking_backv_iew_contact_sheet.html
new file mode 100644
index 0000000..be22225
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_backv_iew_contact_sheet.html
@@ -0,0 +1,49 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: pussy licking - backv iew</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: pussy licking - backv iew</h1>
+<p class="meta">No-generation contact sheet. 3 JPGs from <code>pussy licking - backv iew</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>pussy licking - back view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-3</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pussy_licking_backview_mixed_camera_folder_pool" data-reference-image="pussy licking - backv iew/220.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20licking%20-%20backv%20iew/220.jpg" alt="pussy licking - backv iew/220.jpg">
+<figcaption><strong>001</strong> pussy licking - backv iew/220.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pussy_licking_backview_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pussy_licking_backview_mixed_camera_folder_pool" data-reference-image="pussy licking - backv iew/567.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20licking%20-%20backv%20iew/567.jpg" alt="pussy licking - backv iew/567.jpg">
+<figcaption><strong>002</strong> pussy licking - backv iew/567.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pussy_licking_backview_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pussy_licking_backview_mixed_camera_folder_pool" data-reference-image="pussy licking - backv iew/614.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20licking%20-%20backv%20iew/614.jpg" alt="pussy licking - backv iew/614.jpg">
+<figcaption><strong>003</strong> pussy licking - backv iew/614.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pussy_licking_backview_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/pussy_licking_backv_iew_review_manifest.json b/ab_batches/normal_camera/review/pussy_licking_backv_iew_review_manifest.json
new file mode 100644
index 0000000..dbe1e50
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_backv_iew_review_manifest.json
@@ -0,0 +1,111 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "pussy licking - backv iew",
+  "folder_alias": {
+    "exact_source_folder": "pussy licking - backv iew",
+    "canonical_folder": "pussy licking - back view",
+    "canonical_key": "pussy_licking_back_view",
+    "alias_applied": true,
+    "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+  },
+  "image_count": 3,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy licking - backv iew/220.jpg",
+        "pussy licking - backv iew/567.jpg",
+        "pussy licking - backv iew/614.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "pussy licking - backv iew/220.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "pussy licking - backv iew/567.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route.",
+      "index": 2
+    },
+    {
+      "reference_image": "pussy licking - backv iew/614.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route.",
+      "index": 3
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 3,
+      "image_count": 3,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "pussy licking - backv iew/220.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "pussy licking - backv iew/567.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route."
+        },
+        {
+          "index": 3,
+          "reference_image": "pussy licking - backv iew/614.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person oral-contact references; the three-image set is too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html b/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html
new file mode 100644
index 0000000..adac796
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: pussy licking leg up - back view - 3-4 angle</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: pussy licking leg up - back view - 3-4 angle</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>pussy licking leg up - back view - 3-4 angle</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>pussy licking leg up - back view - 3-4 angle</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool" data-reference-image="pussy licking leg up - back view - 3-4 angle/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20licking%20leg%20up%20-%20back%20view%20-%203-4%20angle/0009.jpg" alt="pussy licking leg up - back view - 3-4 angle/0009.jpg">
+<figcaption><strong>001</strong> pussy licking leg up - back view - 3-4 angle/0009.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json b/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json
new file mode 100644
index 0000000..35f0801
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "pussy licking leg up - back view - 3-4 angle",
+  "folder_alias": {
+    "exact_source_folder": "pussy licking leg up - back view - 3-4 angle",
+    "canonical_folder": "pussy licking leg up - back view - 3-4 angle",
+    "canonical_key": "pussy_licking_leg_up_back_view_3_4_angle",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "oral_other",
+  "source_camera_view": "back_three_quarter",
+  "source_catalog_status": "thin_sample",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy licking leg up - back view - 3-4 angle/0009.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one leg-up rear-offset oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "pussy licking leg up - back view - 3-4 angle/0009.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one leg-up rear-offset oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "pussy licking leg up - back view - 3-4 angle/0009.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one leg-up rear-offset oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/pussy_licking_standing_woman_contact_sheet.html b/ab_batches/normal_camera/review/pussy_licking_standing_woman_contact_sheet.html
new file mode 100644
index 0000000..77d32a4
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_standing_woman_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: pussy licking standing woman</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: pussy licking standing woman</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>pussy licking standing woman</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>pussy licking standing woman</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_pussy_licking_standing_woman_single_reference_pool" data-reference-image="pussy licking standing woman/13.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20licking%20standing%20woman/13.jpg" alt="pussy licking standing woman/13.jpg">
+<figcaption><strong>001</strong> pussy licking standing woman/13.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_pussy_licking_standing_woman_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/pussy_licking_standing_woman_review_manifest.json b/ab_batches/normal_camera/review/pussy_licking_standing_woman_review_manifest.json
new file mode 100644
index 0000000..59f1f05
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_licking_standing_woman_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "pussy licking standing woman",
+  "folder_alias": {
+    "exact_source_folder": "pussy licking standing woman",
+    "canonical_folder": "pussy licking standing woman",
+    "canonical_key": "pussy_licking_standing_woman",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_pussy_licking_standing_woman_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy licking standing woman/13.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one standing-woman oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "pussy licking standing woman/13.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_pussy_licking_standing_woman_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one standing-woman oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "pussy licking standing woman/13.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_pussy_licking_standing_woman_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one standing-woman oral-contact sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/pussy_spread_contact_sheet.html b/ab_batches/normal_camera/review/pussy_spread_contact_sheet.html
new file mode 100644
index 0000000..a3f3580
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_spread_contact_sheet.html
@@ -0,0 +1,443 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: pussy spread</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: pussy spread</h1>
+<p class="meta">No-generation contact sheet. 100 JPGs from <code>pussy spread</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>pussy spread</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_low_close" data-reference-image="pussy spread/1.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/1.jpg" alt="pussy spread/1.jpg">
+<figcaption><strong>001</strong> pussy spread/1.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_low_close</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/0001.jpg" alt="pussy spread/0001.jpg">
+<figcaption><strong>002</strong> pussy spread/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_low_close" data-reference-image="pussy spread/1_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/1_2.jpg" alt="pussy spread/1_2.jpg">
+<figcaption><strong>003</strong> pussy spread/1_2.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_low_close</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/0002.jpg" alt="pussy spread/0002.jpg">
+<figcaption><strong>004</strong> pussy spread/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/0002_2.jpg" alt="pussy spread/0002_2.jpg">
+<figcaption><strong>005</strong> pussy spread/0002_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_front_view" data-reference-image="pussy spread/0002_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/0002_3.jpg" alt="pussy spread/0002_3.jpg">
+<figcaption><strong>006</strong> pussy spread/0002_3.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_low_close" data-reference-image="pussy spread/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/0003.jpg" alt="pussy spread/0003.jpg">
+<figcaption><strong>007</strong> pussy spread/0003.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_low_close</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_low_close" data-reference-image="pussy spread/0003_2.jpg">
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+<figcaption><strong>058</strong> pussy spread/226.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/250.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/250.jpg" alt="pussy spread/250.jpg">
+<figcaption><strong>059</strong> pussy spread/250.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/250_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/250_2.jpg" alt="pussy spread/250_2.jpg">
+<figcaption><strong>060</strong> pussy spread/250_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/251.jpg" alt="pussy spread/251.jpg">
+<figcaption><strong>061</strong> pussy spread/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="side_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_side_offset_view" data-reference-image="pussy spread/256.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/256.jpg" alt="pussy spread/256.jpg">
+<figcaption><strong>062</strong> pussy spread/256.jpg<span class="bucket-slot">bucket: side_view / normal_display_front_open_leg_side_offset_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/270.jpg" alt="pussy spread/270.jpg">
+<figcaption><strong>063</strong> pussy spread/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/293.jpg" alt="pussy spread/293.jpg">
+<figcaption><strong>064</strong> pussy spread/293.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/293_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/293_2.jpg" alt="pussy spread/293_2.jpg">
+<figcaption><strong>065</strong> pussy spread/293_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/296.jpg" alt="pussy spread/296.jpg">
+<figcaption><strong>066</strong> pussy spread/296.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_front_view</span></figcaption>
+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/297.jpg" alt="pussy spread/297.jpg">
+<figcaption><strong>067</strong> pussy spread/297.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/302.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/302.jpg" alt="pussy spread/302.jpg">
+<figcaption><strong>068</strong> pussy spread/302.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/308.jpg" alt="pussy spread/308.jpg">
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+</figure>
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+</figure>
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+<figcaption><strong>071</strong> pussy spread/312.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/312_2.jpg" alt="pussy spread/312_2.jpg">
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+<figcaption><strong>074</strong> pussy spread/313.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+</figure>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/316.jpg" alt="pussy spread/316.jpg">
+<figcaption><strong>076</strong> pussy spread/316.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_front_view" data-reference-image="pussy spread/328.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/328.jpg" alt="pussy spread/328.jpg">
+<figcaption><strong>077</strong> pussy spread/328.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/332.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/332.jpg" alt="pussy spread/332.jpg">
+<figcaption><strong>078</strong> pussy spread/332.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="pussy spread/349.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/349.jpg" alt="pussy spread/349.jpg">
+<figcaption><strong>079</strong> pussy spread/349.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_display_front_open_leg_front_view" data-reference-image="pussy spread/367.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/367.jpg" alt="pussy spread/367.jpg">
+<figcaption><strong>080</strong> pussy spread/367.jpg<span class="bucket-slot">bucket: front_view / normal_display_front_open_leg_front_view</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-100</h2>
+<div class="grid">
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/493.jpg" alt="pussy spread/493.jpg">
+<figcaption><strong>082</strong> pussy spread/493.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<figcaption><strong>083</strong> pussy spread/497.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<figcaption><strong>086</strong> pussy spread/502.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<figcaption><strong>088</strong> pussy spread/523.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<figcaption><strong>089</strong> pussy spread/524.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
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+<figcaption><strong>090</strong> pussy spread/529.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<figcaption><strong>091</strong> pussy spread/531.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/538.jpg" alt="pussy spread/538.jpg">
+<figcaption><strong>092</strong> pussy spread/538.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/551.jpg" alt="pussy spread/551.jpg">
+<figcaption><strong>093</strong> pussy spread/551.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/pussy%20spread/552.jpg" alt="pussy spread/552.jpg">
+<figcaption><strong>094</strong> pussy spread/552.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
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diff --git a/ab_batches/normal_camera/review/pussy_spread_review_manifest.json b/ab_batches/normal_camera/review/pussy_spread_review_manifest.json
new file mode 100644
index 0000000..f5f9856
--- /dev/null
+++ b/ab_batches/normal_camera/review/pussy_spread_review_manifest.json
@@ -0,0 +1,1893 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "pussy spread",
+  "folder_alias": {
+    "exact_source_folder": "pussy spread",
+    "canonical_folder": "pussy spread",
+    "canonical_key": "pussy_spread",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 100,
+  "action_family": "display",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_display_front_open_leg_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy spread/0002_3.jpg",
+        "pussy spread/0003_4.jpg",
+        "pussy spread/0012.jpg",
+        "pussy spread/0015.jpg",
+        "pussy spread/0017.jpg",
+        "pussy spread/80.jpg",
+        "pussy spread/130.jpg",
+        "pussy spread/153.jpg",
+        "pussy spread/296.jpg",
+        "pussy spread/297.jpg",
+        "pussy spread/328.jpg",
+        "pussy spread/367.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated camera-facing front-view display family with enough body and room context to stay separate from tight low-close crops."
+    },
+    {
+      "variant_key": "normal_display_front_open_leg_low_close",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy spread/1.jpg",
+        "pussy spread/1_2.jpg",
+        "pussy spread/0003.jpg",
+        "pussy spread/0003_2.jpg",
+        "pussy spread/0003_3.jpg",
+        "pussy spread/0010_2.jpg",
+        "pussy spread/0016.jpg",
+        "pussy spread/0016_2.jpg",
+        "pussy spread/41.jpg",
+        "pussy spread/201.jpg",
+        "pussy spread/217_2.jpg",
+        "pussy spread/223.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated low-close front-view display family where the foreground body plane dominates the composition."
+    },
+    {
+      "variant_key": "normal_display_front_open_leg_side_offset_view",
+      "review_bucket": "side_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "pussy spread/0007.jpg",
+        "pussy spread/0008.jpg",
+        "pussy spread/73.jpg",
+        "pussy spread/121.jpg",
+        "pussy spread/134.jpg",
+        "pussy spread/154_3.jpg",
+        "pussy spread/163.jpg",
+        "pussy spread/175.jpg",
+        "pussy spread/256.jpg",
+        "pussy spread/308.jpg",
+        "pussy spread/311.jpg",
+        "pussy spread/368.jpg"
+      ],
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diff --git a/ab_batches/normal_camera/review/removing_pants_contact_sheet.html b/ab_batches/normal_camera/review/removing_pants_contact_sheet.html
new file mode 100644
index 0000000..40a2b3d
--- /dev/null
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+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: removing pants</h1>
+<p class="meta">No-generation contact sheet. 3 JPGs from <code>removing pants</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>removing pants</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-3</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_removing_pants_mixed_camera_folder_pool" data-reference-image="removing pants/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/removing%20pants/0005.jpg" alt="removing pants/0005.jpg">
+<figcaption><strong>001</strong> removing pants/0005.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_removing_pants_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_removing_pants_mixed_camera_folder_pool" data-reference-image="removing pants/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/removing%20pants/0006.jpg" alt="removing pants/0006.jpg">
+<figcaption><strong>002</strong> removing pants/0006.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_removing_pants_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_removing_pants_mixed_camera_folder_pool" data-reference-image="removing pants/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/removing%20pants/0016.jpg" alt="removing pants/0016.jpg">
+<figcaption><strong>003</strong> removing pants/0016.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_removing_pants_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/removing_pants_review_manifest.json b/ab_batches/normal_camera/review/removing_pants_review_manifest.json
new file mode 100644
index 0000000..12a506e
--- /dev/null
+++ b/ab_batches/normal_camera/review/removing_pants_review_manifest.json
@@ -0,0 +1,111 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "removing pants",
+  "folder_alias": {
+    "exact_source_folder": "removing pants",
+    "canonical_folder": "removing pants",
+    "canonical_key": "removing_pants",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 3,
+  "action_family": "display",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "removing pants/0005.jpg",
+        "removing pants/0006.jpg",
+        "removing pants/0016.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "removing pants/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples.",
+      "index": 1
+    },
+    {
+      "reference_image": "removing pants/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples.",
+      "index": 2
+    },
+    {
+      "reference_image": "removing pants/0016.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples.",
+      "index": 3
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 3,
+      "image_count": 3,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "removing pants/0005.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples."
+        },
+        {
+          "index": 2,
+          "reference_image": "removing pants/0006.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples."
+        },
+        {
+          "index": 3,
+          "reference_image": "removing pants/0016.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples are near-duplicate close action references with strong foreground crop, so they should not become a locked normal-camera route without more matched, wider non-POV samples."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/reverse_congress_front_view_contact_sheet.html b/ab_batches/normal_camera/review/reverse_congress_front_view_contact_sheet.html
new file mode 100644
index 0000000..7aac132
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_congress_front_view_contact_sheet.html
@@ -0,0 +1,121 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: reverse congress - front view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: reverse congress - front view</h1>
+<p class="meta">No-generation contact sheet. 21 JPGs from <code>reverse congress - front view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>reverse congress - front view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-21</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/0012.jpg" alt="reverse congress - front view/0012.jpg">
+<figcaption><strong>001</strong> reverse congress - front view/0012.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/0012_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/0012_2.jpg" alt="reverse congress - front view/0012_2.jpg">
+<figcaption><strong>002</strong> reverse congress - front view/0012_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/0013.jpg" alt="reverse congress - front view/0013.jpg">
+<figcaption><strong>003</strong> reverse congress - front view/0013.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/61.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/61.jpg" alt="reverse congress - front view/61.jpg">
+<figcaption><strong>004</strong> reverse congress - front view/61.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/105.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/105.jpg" alt="reverse congress - front view/105.jpg">
+<figcaption><strong>005</strong> reverse congress - front view/105.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/105_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/105_2.jpg" alt="reverse congress - front view/105_2.jpg">
+<figcaption><strong>006</strong> reverse congress - front view/105_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/122.jpg" alt="reverse congress - front view/122.jpg">
+<figcaption><strong>007</strong> reverse congress - front view/122.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/183.jpg" alt="reverse congress - front view/183.jpg">
+<figcaption><strong>008</strong> reverse congress - front view/183.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/183_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/183_2.jpg" alt="reverse congress - front view/183_2.jpg">
+<figcaption><strong>009</strong> reverse congress - front view/183_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/185.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/185.jpg" alt="reverse congress - front view/185.jpg">
+<figcaption><strong>010</strong> reverse congress - front view/185.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/189.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/189.jpg" alt="reverse congress - front view/189.jpg">
+<figcaption><strong>011</strong> reverse congress - front view/189.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/289.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/289.jpg" alt="reverse congress - front view/289.jpg">
+<figcaption><strong>012</strong> reverse congress - front view/289.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/289_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/289_2.jpg" alt="reverse congress - front view/289_2.jpg">
+<figcaption><strong>013</strong> reverse congress - front view/289_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/291.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/291.jpg" alt="reverse congress - front view/291.jpg">
+<figcaption><strong>014</strong> reverse congress - front view/291.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/291_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/291_2.jpg" alt="reverse congress - front view/291_2.jpg">
+<figcaption><strong>015</strong> reverse congress - front view/291_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/294.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/294.jpg" alt="reverse congress - front view/294.jpg">
+<figcaption><strong>016</strong> reverse congress - front view/294.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/294_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/294_2.jpg" alt="reverse congress - front view/294_2.jpg">
+<figcaption><strong>017</strong> reverse congress - front view/294_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/542.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/542.jpg" alt="reverse congress - front view/542.jpg">
+<figcaption><strong>018</strong> reverse congress - front view/542.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/542_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/542_2.jpg" alt="reverse congress - front view/542_2.jpg">
+<figcaption><strong>019</strong> reverse congress - front view/542_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse congress - front view/563.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/563.jpg" alt="reverse congress - front view/563.jpg">
+<figcaption><strong>020</strong> reverse congress - front view/563.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_congress_front_view" data-reference-image="reverse congress - front view/563_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20congress%20-%20front%20view/563_2.jpg" alt="reverse congress - front view/563_2.jpg">
+<figcaption><strong>021</strong> reverse congress - front view/563_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_congress_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/reverse_congress_front_view_review_manifest.json b/ab_batches/normal_camera/review/reverse_congress_front_view_review_manifest.json
new file mode 100644
index 0000000..f5d13da
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_congress_front_view_review_manifest.json
@@ -0,0 +1,435 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "reverse congress - front view",
+  "folder_alias": {
+    "exact_source_folder": "reverse congress - front view",
+    "canonical_folder": "reverse congress - front view",
+    "canonical_key": "reverse_congress_front_view",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 21,
+  "action_family": "reverse_congress",
+  "source_camera_view": "front_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_reverse_congress_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse congress - front view/0012.jpg",
+        "reverse congress - front view/0012_2.jpg",
+        "reverse congress - front view/0013.jpg",
+        "reverse congress - front view/61.jpg",
+        "reverse congress - front view/105.jpg",
+        "reverse congress - front view/105_2.jpg",
+        "reverse congress - front view/122.jpg",
+        "reverse congress - front view/183.jpg",
+        "reverse congress - front view/189.jpg",
+        "reverse congress - front view/289.jpg",
+        "reverse congress - front view/289_2.jpg",
+        "reverse congress - front view/291.jpg",
+        "reverse congress - front view/542.jpg",
+        "reverse congress - front view/542_2.jpg",
+        "reverse congress - front view/563_2.jpg"
+      ],
+      "evidence_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "reverse congress - front view/0012.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "reverse congress - front view/0012_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 2
+    },
+    {
+      "reference_image": "reverse congress - front view/0013.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 3
+    },
+    {
+      "reference_image": "reverse congress - front view/61.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "reverse congress - front view/105.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "reverse congress - front view/105_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 6
+    },
+    {
+      "reference_image": "reverse congress - front view/122.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 7
+    },
+    {
+      "reference_image": "reverse congress - front view/183.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 8
+    },
+    {
+      "index": 9,
+      "reference_image": "reverse congress - front view/183_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 10,
+      "reference_image": "reverse congress - front view/185.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse congress - front view/189.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 11
+    },
+    {
+      "reference_image": "reverse congress - front view/289.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 12
+    },
+    {
+      "reference_image": "reverse congress - front view/289_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 13
+    },
+    {
+      "reference_image": "reverse congress - front view/291.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 14
+    },
+    {
+      "index": 15,
+      "reference_image": "reverse congress - front view/291_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "reverse congress - front view/294.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 17,
+      "reference_image": "reverse congress - front view/294_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse congress - front view/542.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 18
+    },
+    {
+      "reference_image": "reverse congress - front view/542_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 19
+    },
+    {
+      "index": 20,
+      "reference_image": "reverse congress - front view/563.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse congress - front view/563_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_congress_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset.",
+      "index": 21
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 21,
+      "image_count": 21,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "reverse congress - front view/0012.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "reverse congress - front view/0012_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "reverse congress - front view/0013.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 4,
+          "reference_image": "reverse congress - front view/61.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "reverse congress - front view/105.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "reverse congress - front view/105_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 7,
+          "reference_image": "reverse congress - front view/122.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "reverse congress - front view/183.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "reverse congress - front view/183_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "reverse congress - front view/185.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "reverse congress - front view/189.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 12,
+          "reference_image": "reverse congress - front view/289.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 13,
+          "reference_image": "reverse congress - front view/289_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 14,
+          "reference_image": "reverse congress - front view/291.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 15,
+          "reference_image": "reverse congress - front view/291_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 16,
+          "reference_image": "reverse congress - front view/294.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "reverse congress - front view/294_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "reverse congress - front view/542.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 19,
+          "reference_image": "reverse congress - front view/542_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        },
+        {
+          "index": 20,
+          "reference_image": "reverse congress - front view/563.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 21,
+          "reference_image": "reverse congress - front view/563_2.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_congress_front_view",
+          "notes": "Residual-pool review confirmed the existing front-facing reverse-congress route as a coherent lifted/front camera family. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_contact_sheet.html b/ab_batches/normal_camera/review/reverse_cowgirl_contact_sheet.html
new file mode 100644
index 0000000..f1c3ea1
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_contact_sheet.html
@@ -0,0 +1,1012 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: reverse cowgirl</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: reverse cowgirl</h1>
+<p class="meta">No-generation contact sheet. 240 JPGs from <code>reverse cowgirl</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>reverse cowgirl</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/1.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/1.jpg" alt="reverse cowgirl/1.jpg">
+<figcaption><strong>001</strong> reverse cowgirl/1.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0001.jpg" alt="reverse cowgirl/0001.jpg">
+<figcaption><strong>002</strong> reverse cowgirl/0001.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0002.jpg" alt="reverse cowgirl/0002.jpg">
+<figcaption><strong>003</strong> reverse cowgirl/0002.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0002_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0002_2.jpg" alt="reverse cowgirl/0002_2.jpg">
+<figcaption><strong>004</strong> reverse cowgirl/0002_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0002_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0002_3.jpg" alt="reverse cowgirl/0002_3.jpg">
+<figcaption><strong>005</strong> reverse cowgirl/0002_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0003.jpg" alt="reverse cowgirl/0003.jpg">
+<figcaption><strong>006</strong> reverse cowgirl/0003.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0003_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0003_2.jpg" alt="reverse cowgirl/0003_2.jpg">
+<figcaption><strong>007</strong> reverse cowgirl/0003_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/4.jpg" alt="reverse cowgirl/4.jpg">
+<figcaption><strong>008</strong> reverse cowgirl/4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/0004.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0004.jpg" alt="reverse cowgirl/0004.jpg">
+<figcaption><strong>009</strong> reverse cowgirl/0004.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0005.jpg" alt="reverse cowgirl/0005.jpg">
+<figcaption><strong>010</strong> reverse cowgirl/0005.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0005_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0005_2.jpg" alt="reverse cowgirl/0005_2.jpg">
+<figcaption><strong>011</strong> reverse cowgirl/0005_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0005_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0005_3.jpg" alt="reverse cowgirl/0005_3.jpg">
+<figcaption><strong>012</strong> reverse cowgirl/0005_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/0005_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0005_4.jpg" alt="reverse cowgirl/0005_4.jpg">
+<figcaption><strong>013</strong> reverse cowgirl/0005_4.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0005_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0005_5.jpg" alt="reverse cowgirl/0005_5.jpg">
+<figcaption><strong>014</strong> reverse cowgirl/0005_5.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/6.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/6.jpg" alt="reverse cowgirl/6.jpg">
+<figcaption><strong>015</strong> reverse cowgirl/6.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0006.jpg" alt="reverse cowgirl/0006.jpg">
+<figcaption><strong>016</strong> reverse cowgirl/0006.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0006_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0006_2.jpg" alt="reverse cowgirl/0006_2.jpg">
+<figcaption><strong>017</strong> reverse cowgirl/0006_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0006_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0006_3.jpg" alt="reverse cowgirl/0006_3.jpg">
+<figcaption><strong>018</strong> reverse cowgirl/0006_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/7.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/7.jpg" alt="reverse cowgirl/7.jpg">
+<figcaption><strong>019</strong> reverse cowgirl/7.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0007.jpg" alt="reverse cowgirl/0007.jpg">
+<figcaption><strong>020</strong> reverse cowgirl/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/7_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/7_2.jpg" alt="reverse cowgirl/7_2.jpg">
+<figcaption><strong>021</strong> reverse cowgirl/7_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0007_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0007_2.jpg" alt="reverse cowgirl/0007_2.jpg">
+<figcaption><strong>022</strong> reverse cowgirl/0007_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0007_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0007_3.jpg" alt="reverse cowgirl/0007_3.jpg">
+<figcaption><strong>023</strong> reverse cowgirl/0007_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0007_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0007_4.jpg" alt="reverse cowgirl/0007_4.jpg">
+<figcaption><strong>024</strong> reverse cowgirl/0007_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0008.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0008.jpg" alt="reverse cowgirl/0008.jpg">
+<figcaption><strong>025</strong> reverse cowgirl/0008.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0008_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0008_2.jpg" alt="reverse cowgirl/0008_2.jpg">
+<figcaption><strong>026</strong> reverse cowgirl/0008_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0008_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0008_3.jpg" alt="reverse cowgirl/0008_3.jpg">
+<figcaption><strong>027</strong> reverse cowgirl/0008_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0008_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0008_4.jpg" alt="reverse cowgirl/0008_4.jpg">
+<figcaption><strong>028</strong> reverse cowgirl/0008_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0009.jpg" alt="reverse cowgirl/0009.jpg">
+<figcaption><strong>029</strong> reverse cowgirl/0009.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0009_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0009_2.jpg" alt="reverse cowgirl/0009_2.jpg">
+<figcaption><strong>030</strong> reverse cowgirl/0009_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0009_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0009_3.jpg" alt="reverse cowgirl/0009_3.jpg">
+<figcaption><strong>031</strong> reverse cowgirl/0009_3.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0011.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0011.jpg" alt="reverse cowgirl/0011.jpg">
+<figcaption><strong>032</strong> reverse cowgirl/0011.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0012.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0012.jpg" alt="reverse cowgirl/0012.jpg">
+<figcaption><strong>033</strong> reverse cowgirl/0012.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0012_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0012_2.jpg" alt="reverse cowgirl/0012_2.jpg">
+<figcaption><strong>034</strong> reverse cowgirl/0012_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0012_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0012_3.jpg" alt="reverse cowgirl/0012_3.jpg">
+<figcaption><strong>035</strong> reverse cowgirl/0012_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/13.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/13.jpg" alt="reverse cowgirl/13.jpg">
+<figcaption><strong>036</strong> reverse cowgirl/13.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0013.jpg" alt="reverse cowgirl/0013.jpg">
+<figcaption><strong>037</strong> reverse cowgirl/0013.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/14.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/14.jpg" alt="reverse cowgirl/14.jpg">
+<figcaption><strong>038</strong> reverse cowgirl/14.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/0014.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0014.jpg" alt="reverse cowgirl/0014.jpg">
+<figcaption><strong>039</strong> reverse cowgirl/0014.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0014_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0014_2.jpg" alt="reverse cowgirl/0014_2.jpg">
+<figcaption><strong>040</strong> reverse cowgirl/0014_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0014_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0014_3.jpg" alt="reverse cowgirl/0014_3.jpg">
+<figcaption><strong>041</strong> reverse cowgirl/0014_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0014_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0014_4.jpg" alt="reverse cowgirl/0014_4.jpg">
+<figcaption><strong>042</strong> reverse cowgirl/0014_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0015.jpg" alt="reverse cowgirl/0015.jpg">
+<figcaption><strong>043</strong> reverse cowgirl/0015.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0015_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0015_2.jpg" alt="reverse cowgirl/0015_2.jpg">
+<figcaption><strong>044</strong> reverse cowgirl/0015_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0015_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0015_3.jpg" alt="reverse cowgirl/0015_3.jpg">
+<figcaption><strong>045</strong> reverse cowgirl/0015_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0016.jpg" alt="reverse cowgirl/0016.jpg">
+<figcaption><strong>046</strong> reverse cowgirl/0016.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/0016_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0016_2.jpg" alt="reverse cowgirl/0016_2.jpg">
+<figcaption><strong>047</strong> reverse cowgirl/0016_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0016_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0016_3.jpg" alt="reverse cowgirl/0016_3.jpg">
+<figcaption><strong>048</strong> reverse cowgirl/0016_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0016_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0016_4.jpg" alt="reverse cowgirl/0016_4.jpg">
+<figcaption><strong>049</strong> reverse cowgirl/0016_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0018.jpg" alt="reverse cowgirl/0018.jpg">
+<figcaption><strong>050</strong> reverse cowgirl/0018.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0018_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0018_2.jpg" alt="reverse cowgirl/0018_2.jpg">
+<figcaption><strong>051</strong> reverse cowgirl/0018_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0018_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0018_3.jpg" alt="reverse cowgirl/0018_3.jpg">
+<figcaption><strong>052</strong> reverse cowgirl/0018_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0018_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0018_4.jpg" alt="reverse cowgirl/0018_4.jpg">
+<figcaption><strong>053</strong> reverse cowgirl/0018_4.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/19.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/19.jpg" alt="reverse cowgirl/19.jpg">
+<figcaption><strong>054</strong> reverse cowgirl/19.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0019.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0019.jpg" alt="reverse cowgirl/0019.jpg">
+<figcaption><strong>055</strong> reverse cowgirl/0019.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/19_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/19_2.jpg" alt="reverse cowgirl/19_2.jpg">
+<figcaption><strong>056</strong> reverse cowgirl/19_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0019_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0019_2.jpg" alt="reverse cowgirl/0019_2.jpg">
+<figcaption><strong>057</strong> reverse cowgirl/0019_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/0021.jpg" alt="reverse cowgirl/0021.jpg">
+<figcaption><strong>058</strong> reverse cowgirl/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/22.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/22.jpg" alt="reverse cowgirl/22.jpg">
+<figcaption><strong>059</strong> reverse cowgirl/22.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/27.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/27.jpg" alt="reverse cowgirl/27.jpg">
+<figcaption><strong>060</strong> reverse cowgirl/27.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/29.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/29.jpg" alt="reverse cowgirl/29.jpg">
+<figcaption><strong>061</strong> reverse cowgirl/29.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/29_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/29_2.jpg" alt="reverse cowgirl/29_2.jpg">
+<figcaption><strong>062</strong> reverse cowgirl/29_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/35.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/35.jpg" alt="reverse cowgirl/35.jpg">
+<figcaption><strong>063</strong> reverse cowgirl/35.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/36.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/36.jpg" alt="reverse cowgirl/36.jpg">
+<figcaption><strong>064</strong> reverse cowgirl/36.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/42.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/42.jpg" alt="reverse cowgirl/42.jpg">
+<figcaption><strong>065</strong> reverse cowgirl/42.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/48.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/48.jpg" alt="reverse cowgirl/48.jpg">
+<figcaption><strong>066</strong> reverse cowgirl/48.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/48_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/48_2.jpg" alt="reverse cowgirl/48_2.jpg">
+<figcaption><strong>067</strong> reverse cowgirl/48_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/52.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/52.jpg" alt="reverse cowgirl/52.jpg">
+<figcaption><strong>068</strong> reverse cowgirl/52.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/52_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/52_2.jpg" alt="reverse cowgirl/52_2.jpg">
+<figcaption><strong>069</strong> reverse cowgirl/52_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/58.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/58.jpg" alt="reverse cowgirl/58.jpg">
+<figcaption><strong>070</strong> reverse cowgirl/58.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/58_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/58_2.jpg" alt="reverse cowgirl/58_2.jpg">
+<figcaption><strong>071</strong> reverse cowgirl/58_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/61.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/61.jpg" alt="reverse cowgirl/61.jpg">
+<figcaption><strong>072</strong> reverse cowgirl/61.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/62.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/62.jpg" alt="reverse cowgirl/62.jpg">
+<figcaption><strong>073</strong> reverse cowgirl/62.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/63.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/63.jpg" alt="reverse cowgirl/63.jpg">
+<figcaption><strong>074</strong> reverse cowgirl/63.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/64.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/64.jpg" alt="reverse cowgirl/64.jpg">
+<figcaption><strong>075</strong> reverse cowgirl/64.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/64_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/64_2.jpg" alt="reverse cowgirl/64_2.jpg">
+<figcaption><strong>076</strong> reverse cowgirl/64_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/65.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/65.jpg" alt="reverse cowgirl/65.jpg">
+<figcaption><strong>077</strong> reverse cowgirl/65.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/72.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/72.jpg" alt="reverse cowgirl/72.jpg">
+<figcaption><strong>078</strong> reverse cowgirl/72.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/73.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/73.jpg" alt="reverse cowgirl/73.jpg">
+<figcaption><strong>079</strong> reverse cowgirl/73.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/73_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/73_2.jpg" alt="reverse cowgirl/73_2.jpg">
+<figcaption><strong>080</strong> reverse cowgirl/73_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-120</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/77.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/77.jpg" alt="reverse cowgirl/77.jpg">
+<figcaption><strong>081</strong> reverse cowgirl/77.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/77_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/77_2.jpg" alt="reverse cowgirl/77_2.jpg">
+<figcaption><strong>082</strong> reverse cowgirl/77_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/79.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/79.jpg" alt="reverse cowgirl/79.jpg">
+<figcaption><strong>083</strong> reverse cowgirl/79.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/79_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/79_2.jpg" alt="reverse cowgirl/79_2.jpg">
+<figcaption><strong>084</strong> reverse cowgirl/79_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/80.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/80.jpg" alt="reverse cowgirl/80.jpg">
+<figcaption><strong>085</strong> reverse cowgirl/80.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/80_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/80_2.jpg" alt="reverse cowgirl/80_2.jpg">
+<figcaption><strong>086</strong> reverse cowgirl/80_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/81.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/81.jpg" alt="reverse cowgirl/81.jpg">
+<figcaption><strong>087</strong> reverse cowgirl/81.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/82.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/82.jpg" alt="reverse cowgirl/82.jpg">
+<figcaption><strong>088</strong> reverse cowgirl/82.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/109.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/109.jpg" alt="reverse cowgirl/109.jpg">
+<figcaption><strong>089</strong> reverse cowgirl/109.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/112.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/112.jpg" alt="reverse cowgirl/112.jpg">
+<figcaption><strong>090</strong> reverse cowgirl/112.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/113.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/113.jpg" alt="reverse cowgirl/113.jpg">
+<figcaption><strong>091</strong> reverse cowgirl/113.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/122.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/122.jpg" alt="reverse cowgirl/122.jpg">
+<figcaption><strong>092</strong> reverse cowgirl/122.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/122_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/122_2.jpg" alt="reverse cowgirl/122_2.jpg">
+<figcaption><strong>093</strong> reverse cowgirl/122_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/137.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/137.jpg" alt="reverse cowgirl/137.jpg">
+<figcaption><strong>094</strong> reverse cowgirl/137.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/145.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/145.jpg" alt="reverse cowgirl/145.jpg">
+<figcaption><strong>095</strong> reverse cowgirl/145.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/145_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/145_2.jpg" alt="reverse cowgirl/145_2.jpg">
+<figcaption><strong>096</strong> reverse cowgirl/145_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/153.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/153.jpg" alt="reverse cowgirl/153.jpg">
+<figcaption><strong>097</strong> reverse cowgirl/153.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/153_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/153_2.jpg" alt="reverse cowgirl/153_2.jpg">
+<figcaption><strong>098</strong> reverse cowgirl/153_2.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/159.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/159.jpg" alt="reverse cowgirl/159.jpg">
+<figcaption><strong>099</strong> reverse cowgirl/159.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/159_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/159_2.jpg" alt="reverse cowgirl/159_2.jpg">
+<figcaption><strong>100</strong> reverse cowgirl/159_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/170.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/170.jpg" alt="reverse cowgirl/170.jpg">
+<figcaption><strong>101</strong> reverse cowgirl/170.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/171.jpg" alt="reverse cowgirl/171.jpg">
+<figcaption><strong>102</strong> reverse cowgirl/171.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/172.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/172.jpg" alt="reverse cowgirl/172.jpg">
+<figcaption><strong>103</strong> reverse cowgirl/172.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/174.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/174.jpg" alt="reverse cowgirl/174.jpg">
+<figcaption><strong>104</strong> reverse cowgirl/174.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/179.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/179.jpg" alt="reverse cowgirl/179.jpg">
+<figcaption><strong>105</strong> reverse cowgirl/179.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/182.jpg" alt="reverse cowgirl/182.jpg">
+<figcaption><strong>106</strong> reverse cowgirl/182.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/183.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/183.jpg" alt="reverse cowgirl/183.jpg">
+<figcaption><strong>107</strong> reverse cowgirl/183.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/184.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/184.jpg" alt="reverse cowgirl/184.jpg">
+<figcaption><strong>108</strong> reverse cowgirl/184.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/206.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/206.jpg" alt="reverse cowgirl/206.jpg">
+<figcaption><strong>109</strong> reverse cowgirl/206.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/210.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/210.jpg" alt="reverse cowgirl/210.jpg">
+<figcaption><strong>110</strong> reverse cowgirl/210.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/217.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/217.jpg" alt="reverse cowgirl/217.jpg">
+<figcaption><strong>111</strong> reverse cowgirl/217.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/218.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/218.jpg" alt="reverse cowgirl/218.jpg">
+<figcaption><strong>112</strong> reverse cowgirl/218.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/221.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/221.jpg" alt="reverse cowgirl/221.jpg">
+<figcaption><strong>113</strong> reverse cowgirl/221.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/226.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/226.jpg" alt="reverse cowgirl/226.jpg">
+<figcaption><strong>114</strong> reverse cowgirl/226.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/226_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/226_2.jpg" alt="reverse cowgirl/226_2.jpg">
+<figcaption><strong>115</strong> reverse cowgirl/226_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/227.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/227.jpg" alt="reverse cowgirl/227.jpg">
+<figcaption><strong>116</strong> reverse cowgirl/227.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/232.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/232.jpg" alt="reverse cowgirl/232.jpg">
+<figcaption><strong>117</strong> reverse cowgirl/232.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/233.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/233.jpg" alt="reverse cowgirl/233.jpg">
+<figcaption><strong>118</strong> reverse cowgirl/233.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/234.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/234.jpg" alt="reverse cowgirl/234.jpg">
+<figcaption><strong>119</strong> reverse cowgirl/234.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/239.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/239.jpg" alt="reverse cowgirl/239.jpg">
+<figcaption><strong>120</strong> reverse cowgirl/239.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-04">Page 4: 121-160</h2>
+<div class="grid">
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/239_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/239_2.jpg" alt="reverse cowgirl/239_2.jpg">
+<figcaption><strong>121</strong> reverse cowgirl/239_2.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/239_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/239_3.jpg" alt="reverse cowgirl/239_3.jpg">
+<figcaption><strong>122</strong> reverse cowgirl/239_3.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/241.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/241.jpg" alt="reverse cowgirl/241.jpg">
+<figcaption><strong>123</strong> reverse cowgirl/241.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/241_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/241_2.jpg" alt="reverse cowgirl/241_2.jpg">
+<figcaption><strong>124</strong> reverse cowgirl/241_2.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/241_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/241_3.jpg" alt="reverse cowgirl/241_3.jpg">
+<figcaption><strong>125</strong> reverse cowgirl/241_3.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/245.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/245.jpg" alt="reverse cowgirl/245.jpg">
+<figcaption><strong>126</strong> reverse cowgirl/245.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/249.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/249.jpg" alt="reverse cowgirl/249.jpg">
+<figcaption><strong>127</strong> reverse cowgirl/249.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/251.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/251.jpg" alt="reverse cowgirl/251.jpg">
+<figcaption><strong>128</strong> reverse cowgirl/251.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/256.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/256.jpg" alt="reverse cowgirl/256.jpg">
+<figcaption><strong>129</strong> reverse cowgirl/256.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/257.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/257.jpg" alt="reverse cowgirl/257.jpg">
+<figcaption><strong>130</strong> reverse cowgirl/257.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/258.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/258.jpg" alt="reverse cowgirl/258.jpg">
+<figcaption><strong>131</strong> reverse cowgirl/258.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/258_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/258_2.jpg" alt="reverse cowgirl/258_2.jpg">
+<figcaption><strong>132</strong> reverse cowgirl/258_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/259.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/259.jpg" alt="reverse cowgirl/259.jpg">
+<figcaption><strong>133</strong> reverse cowgirl/259.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/259_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/259_2.jpg" alt="reverse cowgirl/259_2.jpg">
+<figcaption><strong>134</strong> reverse cowgirl/259_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/260.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/260.jpg" alt="reverse cowgirl/260.jpg">
+<figcaption><strong>135</strong> reverse cowgirl/260.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/260_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/260_2.jpg" alt="reverse cowgirl/260_2.jpg">
+<figcaption><strong>136</strong> reverse cowgirl/260_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/261.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/261.jpg" alt="reverse cowgirl/261.jpg">
+<figcaption><strong>137</strong> reverse cowgirl/261.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/262.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/262.jpg" alt="reverse cowgirl/262.jpg">
+<figcaption><strong>138</strong> reverse cowgirl/262.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/263.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/263.jpg" alt="reverse cowgirl/263.jpg">
+<figcaption><strong>139</strong> reverse cowgirl/263.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/266.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/266.jpg" alt="reverse cowgirl/266.jpg">
+<figcaption><strong>140</strong> reverse cowgirl/266.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/267.jpg" alt="reverse cowgirl/267.jpg">
+<figcaption><strong>141</strong> reverse cowgirl/267.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/268.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/268.jpg" alt="reverse cowgirl/268.jpg">
+<figcaption><strong>142</strong> reverse cowgirl/268.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/268_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/268_2.jpg" alt="reverse cowgirl/268_2.jpg">
+<figcaption><strong>143</strong> reverse cowgirl/268_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/270.jpg" alt="reverse cowgirl/270.jpg">
+<figcaption><strong>144</strong> reverse cowgirl/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/273.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/273.jpg" alt="reverse cowgirl/273.jpg">
+<figcaption><strong>145</strong> reverse cowgirl/273.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/276.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/276.jpg" alt="reverse cowgirl/276.jpg">
+<figcaption><strong>146</strong> reverse cowgirl/276.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/276_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/276_2.jpg" alt="reverse cowgirl/276_2.jpg">
+<figcaption><strong>147</strong> reverse cowgirl/276_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/278.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/278.jpg" alt="reverse cowgirl/278.jpg">
+<figcaption><strong>148</strong> reverse cowgirl/278.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/280.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/280.jpg" alt="reverse cowgirl/280.jpg">
+<figcaption><strong>149</strong> reverse cowgirl/280.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/281.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/281.jpg" alt="reverse cowgirl/281.jpg">
+<figcaption><strong>150</strong> reverse cowgirl/281.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/285.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/285.jpg" alt="reverse cowgirl/285.jpg">
+<figcaption><strong>151</strong> reverse cowgirl/285.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/287.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/287.jpg" alt="reverse cowgirl/287.jpg">
+<figcaption><strong>152</strong> reverse cowgirl/287.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/288.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/288.jpg" alt="reverse cowgirl/288.jpg">
+<figcaption><strong>153</strong> reverse cowgirl/288.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/288_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/288_2.jpg" alt="reverse cowgirl/288_2.jpg">
+<figcaption><strong>154</strong> reverse cowgirl/288_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/290.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/290.jpg" alt="reverse cowgirl/290.jpg">
+<figcaption><strong>155</strong> reverse cowgirl/290.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/290_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/290_2.jpg" alt="reverse cowgirl/290_2.jpg">
+<figcaption><strong>156</strong> reverse cowgirl/290_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/292.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/292.jpg" alt="reverse cowgirl/292.jpg">
+<figcaption><strong>157</strong> reverse cowgirl/292.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/294.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/294.jpg" alt="reverse cowgirl/294.jpg">
+<figcaption><strong>158</strong> reverse cowgirl/294.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/296.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/296.jpg" alt="reverse cowgirl/296.jpg">
+<figcaption><strong>159</strong> reverse cowgirl/296.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/296_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/296_2.jpg" alt="reverse cowgirl/296_2.jpg">
+<figcaption><strong>160</strong> reverse cowgirl/296_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-05">Page 5: 161-200</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/296_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/296_3.jpg" alt="reverse cowgirl/296_3.jpg">
+<figcaption><strong>161</strong> reverse cowgirl/296_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/297.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/297.jpg" alt="reverse cowgirl/297.jpg">
+<figcaption><strong>162</strong> reverse cowgirl/297.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/298.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/298.jpg" alt="reverse cowgirl/298.jpg">
+<figcaption><strong>163</strong> reverse cowgirl/298.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/298_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/298_2.jpg" alt="reverse cowgirl/298_2.jpg">
+<figcaption><strong>164</strong> reverse cowgirl/298_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/298_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/298_3.jpg" alt="reverse cowgirl/298_3.jpg">
+<figcaption><strong>165</strong> reverse cowgirl/298_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/302.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/302.jpg" alt="reverse cowgirl/302.jpg">
+<figcaption><strong>166</strong> reverse cowgirl/302.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/304.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/304.jpg" alt="reverse cowgirl/304.jpg">
+<figcaption><strong>167</strong> reverse cowgirl/304.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/305.jpg" alt="reverse cowgirl/305.jpg">
+<figcaption><strong>168</strong> reverse cowgirl/305.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/305_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/305_2.jpg" alt="reverse cowgirl/305_2.jpg">
+<figcaption><strong>169</strong> reverse cowgirl/305_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/309.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/309.jpg" alt="reverse cowgirl/309.jpg">
+<figcaption><strong>170</strong> reverse cowgirl/309.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/311.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/311.jpg" alt="reverse cowgirl/311.jpg">
+<figcaption><strong>171</strong> reverse cowgirl/311.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/314.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/314.jpg" alt="reverse cowgirl/314.jpg">
+<figcaption><strong>172</strong> reverse cowgirl/314.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/317.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/317.jpg" alt="reverse cowgirl/317.jpg">
+<figcaption><strong>173</strong> reverse cowgirl/317.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/319.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/319.jpg" alt="reverse cowgirl/319.jpg">
+<figcaption><strong>174</strong> reverse cowgirl/319.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/319_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/319_2.jpg" alt="reverse cowgirl/319_2.jpg">
+<figcaption><strong>175</strong> reverse cowgirl/319_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/320.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/320.jpg" alt="reverse cowgirl/320.jpg">
+<figcaption><strong>176</strong> reverse cowgirl/320.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/322.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/322.jpg" alt="reverse cowgirl/322.jpg">
+<figcaption><strong>177</strong> reverse cowgirl/322.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/323.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/323.jpg" alt="reverse cowgirl/323.jpg">
+<figcaption><strong>178</strong> reverse cowgirl/323.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/323_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/323_2.jpg" alt="reverse cowgirl/323_2.jpg">
+<figcaption><strong>179</strong> reverse cowgirl/323_2.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/327.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/327.jpg" alt="reverse cowgirl/327.jpg">
+<figcaption><strong>180</strong> reverse cowgirl/327.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/331.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/331.jpg" alt="reverse cowgirl/331.jpg">
+<figcaption><strong>181</strong> reverse cowgirl/331.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/332.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/332.jpg" alt="reverse cowgirl/332.jpg">
+<figcaption><strong>182</strong> reverse cowgirl/332.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/332_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/332_2.jpg" alt="reverse cowgirl/332_2.jpg">
+<figcaption><strong>183</strong> reverse cowgirl/332_2.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/333.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/333.jpg" alt="reverse cowgirl/333.jpg">
+<figcaption><strong>184</strong> reverse cowgirl/333.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/338.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/338.jpg" alt="reverse cowgirl/338.jpg">
+<figcaption><strong>185</strong> reverse cowgirl/338.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/338_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/338_2.jpg" alt="reverse cowgirl/338_2.jpg">
+<figcaption><strong>186</strong> reverse cowgirl/338_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/342.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/342.jpg" alt="reverse cowgirl/342.jpg">
+<figcaption><strong>187</strong> reverse cowgirl/342.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/345.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/345.jpg" alt="reverse cowgirl/345.jpg">
+<figcaption><strong>188</strong> reverse cowgirl/345.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/345_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/345_2.jpg" alt="reverse cowgirl/345_2.jpg">
+<figcaption><strong>189</strong> reverse cowgirl/345_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/346.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/346.jpg" alt="reverse cowgirl/346.jpg">
+<figcaption><strong>190</strong> reverse cowgirl/346.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/349.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/349.jpg" alt="reverse cowgirl/349.jpg">
+<figcaption><strong>191</strong> reverse cowgirl/349.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/362.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/362.jpg" alt="reverse cowgirl/362.jpg">
+<figcaption><strong>192</strong> reverse cowgirl/362.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/370.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/370.jpg" alt="reverse cowgirl/370.jpg">
+<figcaption><strong>193</strong> reverse cowgirl/370.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/371.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/371.jpg" alt="reverse cowgirl/371.jpg">
+<figcaption><strong>194</strong> reverse cowgirl/371.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/372.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/372.jpg" alt="reverse cowgirl/372.jpg">
+<figcaption><strong>195</strong> reverse cowgirl/372.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/373.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/373.jpg" alt="reverse cowgirl/373.jpg">
+<figcaption><strong>196</strong> reverse cowgirl/373.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/377.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/377.jpg" alt="reverse cowgirl/377.jpg">
+<figcaption><strong>197</strong> reverse cowgirl/377.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/377_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/377_2.jpg" alt="reverse cowgirl/377_2.jpg">
+<figcaption><strong>198</strong> reverse cowgirl/377_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/377_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/377_3.jpg" alt="reverse cowgirl/377_3.jpg">
+<figcaption><strong>199</strong> reverse cowgirl/377_3.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/378.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/378.jpg" alt="reverse cowgirl/378.jpg">
+<figcaption><strong>200</strong> reverse cowgirl/378.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-06">Page 6: 201-240</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/379.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/379.jpg" alt="reverse cowgirl/379.jpg">
+<figcaption><strong>201</strong> reverse cowgirl/379.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/497.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/497.jpg" alt="reverse cowgirl/497.jpg">
+<figcaption><strong>202</strong> reverse cowgirl/497.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/497_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/497_2.jpg" alt="reverse cowgirl/497_2.jpg">
+<figcaption><strong>203</strong> reverse cowgirl/497_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/499.jpg" alt="reverse cowgirl/499.jpg">
+<figcaption><strong>204</strong> reverse cowgirl/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/509.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/509.jpg" alt="reverse cowgirl/509.jpg">
+<figcaption><strong>205</strong> reverse cowgirl/509.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/521.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/521.jpg" alt="reverse cowgirl/521.jpg">
+<figcaption><strong>206</strong> reverse cowgirl/521.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/521_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/521_2.jpg" alt="reverse cowgirl/521_2.jpg">
+<figcaption><strong>207</strong> reverse cowgirl/521_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/527.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/527.jpg" alt="reverse cowgirl/527.jpg">
+<figcaption><strong>208</strong> reverse cowgirl/527.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/527_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/527_2.jpg" alt="reverse cowgirl/527_2.jpg">
+<figcaption><strong>209</strong> reverse cowgirl/527_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/532.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/532.jpg" alt="reverse cowgirl/532.jpg">
+<figcaption><strong>210</strong> reverse cowgirl/532.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/535.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/535.jpg" alt="reverse cowgirl/535.jpg">
+<figcaption><strong>211</strong> reverse cowgirl/535.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/536.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/536.jpg" alt="reverse cowgirl/536.jpg">
+<figcaption><strong>212</strong> reverse cowgirl/536.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/538.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/538.jpg" alt="reverse cowgirl/538.jpg">
+<figcaption><strong>213</strong> reverse cowgirl/538.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/542.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/542.jpg" alt="reverse cowgirl/542.jpg">
+<figcaption><strong>214</strong> reverse cowgirl/542.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/547.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/547.jpg" alt="reverse cowgirl/547.jpg">
+<figcaption><strong>215</strong> reverse cowgirl/547.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/548.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/548.jpg" alt="reverse cowgirl/548.jpg">
+<figcaption><strong>216</strong> reverse cowgirl/548.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/549.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/549.jpg" alt="reverse cowgirl/549.jpg">
+<figcaption><strong>217</strong> reverse cowgirl/549.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/549_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/549_2.jpg" alt="reverse cowgirl/549_2.jpg">
+<figcaption><strong>218</strong> reverse cowgirl/549_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/551.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/551.jpg" alt="reverse cowgirl/551.jpg">
+<figcaption><strong>219</strong> reverse cowgirl/551.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/552.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/552.jpg" alt="reverse cowgirl/552.jpg">
+<figcaption><strong>220</strong> reverse cowgirl/552.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/568.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/568.jpg" alt="reverse cowgirl/568.jpg">
+<figcaption><strong>221</strong> reverse cowgirl/568.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/588.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/588.jpg" alt="reverse cowgirl/588.jpg">
+<figcaption><strong>222</strong> reverse cowgirl/588.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/590.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/590.jpg" alt="reverse cowgirl/590.jpg">
+<figcaption><strong>223</strong> reverse cowgirl/590.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/595.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/595.jpg" alt="reverse cowgirl/595.jpg">
+<figcaption><strong>224</strong> reverse cowgirl/595.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/597.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/597.jpg" alt="reverse cowgirl/597.jpg">
+<figcaption><strong>225</strong> reverse cowgirl/597.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/597_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/597_2.jpg" alt="reverse cowgirl/597_2.jpg">
+<figcaption><strong>226</strong> reverse cowgirl/597_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/598.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/598.jpg" alt="reverse cowgirl/598.jpg">
+<figcaption><strong>227</strong> reverse cowgirl/598.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/601.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/601.jpg" alt="reverse cowgirl/601.jpg">
+<figcaption><strong>228</strong> reverse cowgirl/601.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/607.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/607.jpg" alt="reverse cowgirl/607.jpg">
+<figcaption><strong>229</strong> reverse cowgirl/607.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_view" data-reference-image="reverse cowgirl/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/608.jpg" alt="reverse cowgirl/608.jpg">
+<figcaption><strong>230</strong> reverse cowgirl/608.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_front_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/608_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/608_2.jpg" alt="reverse cowgirl/608_2.jpg">
+<figcaption><strong>231</strong> reverse cowgirl/608_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/609.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/609.jpg" alt="reverse cowgirl/609.jpg">
+<figcaption><strong>232</strong> reverse cowgirl/609.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="front_three_quarter" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_front_three_quarter" data-reference-image="reverse cowgirl/609_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/609_2.jpg" alt="reverse cowgirl/609_2.jpg">
+<figcaption><strong>233</strong> reverse cowgirl/609_2.jpg<span class="bucket-slot">bucket: front_three_quarter / normal_reverse_cowgirl_front_three_quarter</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/611.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/611.jpg" alt="reverse cowgirl/611.jpg">
+<figcaption><strong>234</strong> reverse cowgirl/611.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/613.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/613.jpg" alt="reverse cowgirl/613.jpg">
+<figcaption><strong>235</strong> reverse cowgirl/613.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/614.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/614.jpg" alt="reverse cowgirl/614.jpg">
+<figcaption><strong>236</strong> reverse cowgirl/614.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/614_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/614_2.jpg" alt="reverse cowgirl/614_2.jpg">
+<figcaption><strong>237</strong> reverse cowgirl/614_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/615.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/615.jpg" alt="reverse cowgirl/615.jpg">
+<figcaption><strong>238</strong> reverse cowgirl/615.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="reverse cowgirl/617.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/617.jpg" alt="reverse cowgirl/617.jpg">
+<figcaption><strong>239</strong> reverse cowgirl/617.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_low_close_front_view" data-reference-image="reverse cowgirl/618.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl/618.jpg" alt="reverse cowgirl/618.jpg">
+<figcaption><strong>240</strong> reverse cowgirl/618.jpg<span class="bucket-slot">bucket: front_view / normal_reverse_cowgirl_low_close_front_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_contact_sheet.html b/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_contact_sheet.html
new file mode 100644
index 0000000..278dc5c
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_contact_sheet.html
@@ -0,0 +1,45 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: reverse cowgirl - leg up</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: reverse cowgirl - leg up</h1>
+<p class="meta">No-generation contact sheet. 2 JPGs from <code>reverse cowgirl - leg up</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>reverse cowgirl - leg up</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-2</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool" data-reference-image="reverse cowgirl - leg up/266.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl%20-%20leg%20up/266.jpg" alt="reverse cowgirl - leg up/266.jpg">
+<figcaption><strong>001</strong> reverse cowgirl - leg up/266.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool" data-reference-image="reverse cowgirl - leg up/267.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl%20-%20leg%20up/267.jpg" alt="reverse cowgirl - leg up/267.jpg">
+<figcaption><strong>002</strong> reverse cowgirl - leg up/267.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_review_manifest.json b/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_review_manifest.json
new file mode 100644
index 0000000..af023d0
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_leg_up_review_manifest.json
@@ -0,0 +1,93 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "reverse cowgirl - leg up",
+  "folder_alias": {
+    "exact_source_folder": "reverse cowgirl - leg up",
+    "canonical_folder": "reverse cowgirl - leg up",
+    "canonical_key": "reverse_cowgirl_leg_up",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 2,
+  "action_family": "reverse_cowgirl",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse cowgirl - leg up/266.jpg",
+        "reverse cowgirl - leg up/267.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved this as a two-sample leg-up posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "reverse cowgirl - leg up/266.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved this as a two-sample leg-up posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route.",
+      "index": 1
+    },
+    {
+      "reference_image": "reverse cowgirl - leg up/267.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved this as a two-sample leg-up posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route.",
+      "index": 2
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 2,
+      "image_count": 2,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "reverse cowgirl - leg up/266.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved this as a two-sample leg-up posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+        },
+        {
+          "index": 2,
+          "reference_image": "reverse cowgirl - leg up/267.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved this as a two-sample leg-up posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_contact_sheet.html b/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_contact_sheet.html
new file mode 100644
index 0000000..efae1c3
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_contact_sheet.html
@@ -0,0 +1,45 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: reverse cowgirl -pretzel</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: reverse cowgirl -pretzel</h1>
+<p class="meta">No-generation contact sheet. 2 JPGs from <code>reverse cowgirl -pretzel</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>reverse cowgirl - pretzel</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-2</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool" data-reference-image="reverse cowgirl -pretzel/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl%20-pretzel/0007.jpg" alt="reverse cowgirl -pretzel/0007.jpg">
+<figcaption><strong>001</strong> reverse cowgirl -pretzel/0007.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool" data-reference-image="reverse cowgirl -pretzel/617.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/reverse%20cowgirl%20-pretzel/617.jpg" alt="reverse cowgirl -pretzel/617.jpg">
+<figcaption><strong>002</strong> reverse cowgirl -pretzel/617.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_review_manifest.json b/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_review_manifest.json
new file mode 100644
index 0000000..21fedb1
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_pretzel_review_manifest.json
@@ -0,0 +1,93 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "reverse cowgirl -pretzel",
+  "folder_alias": {
+    "exact_source_folder": "reverse cowgirl -pretzel",
+    "canonical_folder": "reverse cowgirl - pretzel",
+    "canonical_key": "reverse_cowgirl_pretzel",
+    "alias_applied": true,
+    "alias_reason": "Missing-space folder label normalized for review metadata while preserving exact source path."
+  },
+  "image_count": 2,
+  "action_family": "reverse_cowgirl",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse cowgirl -pretzel/0007.jpg",
+        "reverse cowgirl -pretzel/617.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved this as a two-sample pretzel-posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "reverse cowgirl -pretzel/0007.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved this as a two-sample pretzel-posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route.",
+      "index": 1
+    },
+    {
+      "reference_image": "reverse cowgirl -pretzel/617.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved this as a two-sample pretzel-posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route.",
+      "index": 2
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 2,
+      "image_count": 2,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "reverse cowgirl -pretzel/0007.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved this as a two-sample pretzel-posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+        },
+        {
+          "index": 2,
+          "reference_image": "reverse cowgirl -pretzel/617.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved this as a two-sample pretzel-posture source pool. The folder is useful cue evidence but too thin for a selected normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/reverse_cowgirl_review_manifest.json b/ab_batches/normal_camera/review/reverse_cowgirl_review_manifest.json
new file mode 100644
index 0000000..f41dee7
--- /dev/null
+++ b/ab_batches/normal_camera/review/reverse_cowgirl_review_manifest.json
@@ -0,0 +1,4440 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "reverse cowgirl",
+  "folder_alias": {
+    "exact_source_folder": "reverse cowgirl",
+    "canonical_folder": "reverse cowgirl",
+    "canonical_key": "reverse_cowgirl",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 240,
+  "action_family": "reverse_cowgirl",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_reverse_cowgirl_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse cowgirl/0001.jpg",
+        "reverse cowgirl/0004.jpg",
+        "reverse cowgirl/0005_4.jpg",
+        "reverse cowgirl/0014.jpg",
+        "reverse cowgirl/79.jpg",
+        "reverse cowgirl/82.jpg",
+        "reverse cowgirl/145.jpg",
+        "reverse cowgirl/260.jpg",
+        "reverse cowgirl/288.jpg",
+        "reverse cowgirl/319.jpg",
+        "reverse cowgirl/527.jpg",
+        "reverse cowgirl/608.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated front-facing reverse-cowgirl camera family across the large mixed source folder. Rear and side labels remain covered by the existing dedicated source folders until cleaner selected subsets are chosen."
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_front_three_quarter",
+      "review_bucket": "front_three_quarter",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse cowgirl/153.jpg",
+        "reverse cowgirl/153_2.jpg",
+        "reverse cowgirl/239_2.jpg",
+        "reverse cowgirl/239_3.jpg",
+        "reverse cowgirl/241.jpg",
+        "reverse cowgirl/241_2.jpg",
+        "reverse cowgirl/241_3.jpg",
+        "reverse cowgirl/257.jpg",
+        "reverse cowgirl/287.jpg",
+        "reverse cowgirl/323_2.jpg",
+        "reverse cowgirl/609.jpg",
+        "reverse cowgirl/609_2.jpg"
+      ],
+      "evidence_notes": "Paged review found a repeated front-offset reverse-cowgirl camera family where the woman's body turns partly toward camera while the partner remains visible below or behind her in third person."
+    },
+    {
+      "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "reverse cowgirl/0009.jpg",
+        "reverse cowgirl/0009_2.jpg",
+        "reverse cowgirl/0009_3.jpg",
+        "reverse cowgirl/0015.jpg",
+        "reverse cowgirl/0015_2.jpg",
+        "reverse cowgirl/0016_2.jpg",
+        "reverse cowgirl/170.jpg",
+        "reverse cowgirl/261.jpg",
+        "reverse cowgirl/332.jpg",
+        "reverse cowgirl/332_2.jpg",
+        "reverse cowgirl/551.jpg",
+        "reverse cowgirl/618.jpg"
+      ],
+      "evidence_notes": "Residual-pool review found a repeated low-close front-view reverse-cowgirl family where the foreground contact plane dominates while the subject remains visible in third-person framing. Wider room-context front views stay in the existing front-view subset."
+    }
+  ],
+  "review_items": [
+    {
+      "index": 1,
+      "reference_image": "reverse cowgirl/1.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse cowgirl/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_cowgirl_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-facing reverse-cowgirl camera family across the large mixed source folder. Rear and side labels remain covered by the existing dedicated source folders until cleaner selected subsets are chosen.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "reverse cowgirl/0002.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 4,
+      "reference_image": "reverse cowgirl/0002_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 5,
+      "reference_image": "reverse cowgirl/0002_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 6,
+      "reference_image": "reverse cowgirl/0003.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 7,
+      "reference_image": "reverse cowgirl/0003_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 8,
+      "reference_image": "reverse cowgirl/4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse cowgirl/0004.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_cowgirl_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-facing reverse-cowgirl camera family across the large mixed source folder. Rear and side labels remain covered by the existing dedicated source folders until cleaner selected subsets are chosen.",
+      "index": 9
+    },
+    {
+      "index": 10,
+      "reference_image": "reverse cowgirl/0005.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 11,
+      "reference_image": "reverse cowgirl/0005_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 12,
+      "reference_image": "reverse cowgirl/0005_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse cowgirl/0005_4.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_cowgirl_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Paged review found a repeated front-facing reverse-cowgirl camera family across the large mixed source folder. Rear and side labels remain covered by the existing dedicated source folders until cleaner selected subsets are chosen.",
+      "index": 13
+    },
+    {
+      "index": 14,
+      "reference_image": "reverse cowgirl/0005_5.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
+      "reference_image": "reverse cowgirl/6.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 16,
+      "reference_image": "reverse cowgirl/0006.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 17,
+      "reference_image": "reverse cowgirl/0006_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 18,
+      "reference_image": "reverse cowgirl/0006_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 19,
+      "reference_image": "reverse cowgirl/7.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 20,
+      "reference_image": "reverse cowgirl/0007.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 21,
+      "reference_image": "reverse cowgirl/7_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 22,
+      "reference_image": "reverse cowgirl/0007_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 23,
+      "reference_image": "reverse cowgirl/0007_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 24,
+      "reference_image": "reverse cowgirl/0007_4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 25,
+      "reference_image": "reverse cowgirl/0008.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 26,
+      "reference_image": "reverse cowgirl/0008_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 27,
+      "reference_image": "reverse cowgirl/0008_3.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 28,
+      "reference_image": "reverse cowgirl/0008_4.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "reverse cowgirl/0009.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated low-close front-view reverse-cowgirl family where the foreground contact plane dominates while the subject remains visible in third-person framing. Wider room-context front views stay in the existing front-view subset.",
+      "index": 29
+    },
+    {
+      "reference_image": "reverse cowgirl/0009_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated low-close front-view reverse-cowgirl family where the foreground contact plane dominates while the subject remains visible in third-person framing. Wider room-context front views stay in the existing front-view subset.",
+      "index": 30
+    },
+    {
+      "reference_image": "reverse cowgirl/0009_3.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
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+          "reference_image": "reverse cowgirl/549.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 218,
+          "reference_image": "reverse cowgirl/549_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 219,
+          "reference_image": "reverse cowgirl/551.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+          "notes": "Residual-pool review found a repeated low-close front-view reverse-cowgirl family where the foreground contact plane dominates while the subject remains visible in third-person framing. Wider room-context front views stay in the existing front-view subset."
+        },
+        {
+          "index": 220,
+          "reference_image": "reverse cowgirl/552.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 221,
+          "reference_image": "reverse cowgirl/568.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 222,
+          "reference_image": "reverse cowgirl/588.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 223,
+          "reference_image": "reverse cowgirl/590.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 224,
+          "reference_image": "reverse cowgirl/595.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 225,
+          "reference_image": "reverse cowgirl/597.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 226,
+          "reference_image": "reverse cowgirl/597_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 227,
+          "reference_image": "reverse cowgirl/598.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 228,
+          "reference_image": "reverse cowgirl/601.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 229,
+          "reference_image": "reverse cowgirl/607.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 230,
+          "reference_image": "reverse cowgirl/608.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_front_view",
+          "notes": "Paged review found a repeated front-facing reverse-cowgirl camera family across the large mixed source folder. Rear and side labels remain covered by the existing dedicated source folders until cleaner selected subsets are chosen."
+        },
+        {
+          "index": 231,
+          "reference_image": "reverse cowgirl/608_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 232,
+          "reference_image": "reverse cowgirl/609.jpg",
+          "review_bucket": "front_three_quarter",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_front_three_quarter",
+          "notes": "Paged review found a repeated front-offset reverse-cowgirl camera family where the woman's body turns partly toward camera while the partner remains visible below or behind her in third person."
+        },
+        {
+          "index": 233,
+          "reference_image": "reverse cowgirl/609_2.jpg",
+          "review_bucket": "front_three_quarter",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_front_three_quarter",
+          "notes": "Paged review found a repeated front-offset reverse-cowgirl camera family where the woman's body turns partly toward camera while the partner remains visible below or behind her in third person."
+        },
+        {
+          "index": 234,
+          "reference_image": "reverse cowgirl/611.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 235,
+          "reference_image": "reverse cowgirl/613.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 236,
+          "reference_image": "reverse cowgirl/614.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 237,
+          "reference_image": "reverse cowgirl/614_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 238,
+          "reference_image": "reverse cowgirl/615.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 239,
+          "reference_image": "reverse cowgirl/617.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 240,
+          "reference_image": "reverse cowgirl/618.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+          "notes": "Residual-pool review found a repeated low-close front-view reverse-cowgirl family where the foreground contact plane dominates while the subject remains visible in third-person framing. Wider room-context front views stay in the existing front-view subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/rimjob_contact_sheet.html b/ab_batches/normal_camera/review/rimjob_contact_sheet.html
new file mode 100644
index 0000000..1494d78
--- /dev/null
+++ b/ab_batches/normal_camera/review/rimjob_contact_sheet.html
@@ -0,0 +1,49 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: rimjob</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: rimjob</h1>
+<p class="meta">No-generation contact sheet. 3 JPGs from <code>rimjob</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>rimjob</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-3</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_rimjob_mixed_camera_folder_pool" data-reference-image="rimjob/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/rimjob/0003.jpg" alt="rimjob/0003.jpg">
+<figcaption><strong>001</strong> rimjob/0003.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_rimjob_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_rimjob_mixed_camera_folder_pool" data-reference-image="rimjob/0010.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/rimjob/0010.jpg" alt="rimjob/0010.jpg">
+<figcaption><strong>002</strong> rimjob/0010.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_rimjob_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_rimjob_mixed_camera_folder_pool" data-reference-image="rimjob/0018.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/rimjob/0018.jpg" alt="rimjob/0018.jpg">
+<figcaption><strong>003</strong> rimjob/0018.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_rimjob_mixed_camera_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/rimjob_review_manifest.json b/ab_batches/normal_camera/review/rimjob_review_manifest.json
new file mode 100644
index 0000000..1cd75b4
--- /dev/null
+++ b/ab_batches/normal_camera/review/rimjob_review_manifest.json
@@ -0,0 +1,111 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "rimjob",
+  "folder_alias": {
+    "exact_source_folder": "rimjob",
+    "canonical_folder": "rimjob",
+    "canonical_key": "rimjob",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 3,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "rimjob/0003.jpg",
+        "rimjob/0010.jpg",
+        "rimjob/0018.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "rimjob/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "rimjob/0010.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route.",
+      "index": 2
+    },
+    {
+      "reference_image": "rimjob/0018.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route.",
+      "index": 3
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 3,
+      "image_count": 3,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "rimjob/0003.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "rimjob/0010.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route."
+        },
+        {
+          "index": 3,
+          "reference_image": "rimjob/0018.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the full folder as a mixed source-pool anchor. The three samples mix close side/back oral-contact framing with wider kneeling context and are too thin for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/under_desk_contact_sheet.html b/ab_batches/normal_camera/review/under_desk_contact_sheet.html
new file mode 100644
index 0000000..878e359
--- /dev/null
+++ b/ab_batches/normal_camera/review/under_desk_contact_sheet.html
@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: under desk</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: under desk</h1>
+<p class="meta">No-generation contact sheet. 1 JPGs from <code>under desk</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>under desk</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-1</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_under_desk_single_reference_pool" data-reference-image="under desk/347.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/under%20desk/347.jpg" alt="under desk/347.jpg">
+<figcaption><strong>001</strong> under desk/347.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_under_desk_single_reference_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/under_desk_review_manifest.json b/ab_batches/normal_camera/review/under_desk_review_manifest.json
new file mode 100644
index 0000000..28a8892
--- /dev/null
+++ b/ab_batches/normal_camera/review/under_desk_review_manifest.json
@@ -0,0 +1,75 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "under desk",
+  "folder_alias": {
+    "exact_source_folder": "under desk",
+    "canonical_folder": "under desk",
+    "canonical_key": "under_desk",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 1,
+  "action_family": "oral_other",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_under_desk_single_reference_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "under desk/347.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the one under-desk context sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "under desk/347.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_under_desk_single_reference_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the one under-desk context sample as coverage evidence only. A single image cannot define a stable normal-camera route.",
+      "index": 1
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 1,
+      "image_count": 1,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "under desk/347.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_under_desk_single_reference_pool",
+          "notes": "Contact-sheet review preserved the one under-desk context sample as coverage evidence only. A single image cannot define a stable normal-camera route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/wand_contact_sheet.html b/ab_batches/normal_camera/review/wand_contact_sheet.html
new file mode 100644
index 0000000..dfa32eb
--- /dev/null
+++ b/ab_batches/normal_camera/review/wand_contact_sheet.html
@@ -0,0 +1,73 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: wand</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: wand</h1>
+<p class="meta">No-generation contact sheet. 9 JPGs from <code>wand</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>wand</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-9</h2>
+<div class="grid">
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/0005.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/0005.jpg" alt="wand/0005.jpg">
+<figcaption><strong>001</strong> wand/0005.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/0015.jpg" alt="wand/0015.jpg">
+<figcaption><strong>002</strong> wand/0015.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="wand/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/0021.jpg" alt="wand/0021.jpg">
+<figcaption><strong>003</strong> wand/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/75.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/75.jpg" alt="wand/75.jpg">
+<figcaption><strong>004</strong> wand/75.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/217.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/217.jpg" alt="wand/217.jpg">
+<figcaption><strong>005</strong> wand/217.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_wand_mixed_camera_folder_pool" data-reference-image="wand/508.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/508.jpg" alt="wand/508.jpg">
+<figcaption><strong>006</strong> wand/508.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_wand_mixed_camera_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/532.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/532.jpg" alt="wand/532.jpg">
+<figcaption><strong>007</strong> wand/532.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/561.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/561.jpg" alt="wand/561.jpg">
+<figcaption><strong>008</strong> wand/561.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+<figure data-review-bucket="front_view" data-review-decision="selected_reference" data-selected-variant="normal_wand_front_close_view" data-reference-image="wand/611.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/wand/611.jpg" alt="wand/611.jpg">
+<figcaption><strong>009</strong> wand/611.jpg<span class="bucket-slot">bucket: front_view / normal_wand_front_close_view</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/wand_review_manifest.json b/ab_batches/normal_camera/review/wand_review_manifest.json
new file mode 100644
index 0000000..0ae8107
--- /dev/null
+++ b/ab_batches/normal_camera/review/wand_review_manifest.json
@@ -0,0 +1,230 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "wand",
+  "folder_alias": {
+    "exact_source_folder": "wand",
+    "canonical_folder": "wand",
+    "canonical_key": "wand",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 9,
+  "action_family": "manual_or_toy",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_wand_mixed_camera_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/508.jpg",
+        "wand/75.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful front-close tool-contact material, but side, portrait-close, and wider posture variation keep the full folder from being one locked prompt-ready route."
+    },
+    {
+      "variant_key": "normal_wand_front_close_view",
+      "review_bucket": "front_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/0015.jpg",
+        "wand/217.jpg",
+        "wand/532.jpg",
+        "wand/561.jpg",
+        "wand/611.jpg",
+        "wand/75.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "wand/0005.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 1
+    },
+    {
+      "reference_image": "wand/0015.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 2
+    },
+    {
+      "index": 3,
+      "reference_image": "wand/0021.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "wand/75.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 4
+    },
+    {
+      "reference_image": "wand/217.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 5
+    },
+    {
+      "reference_image": "wand/508.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_wand_mixed_camera_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful front-close tool-contact material, but side, portrait-close, and wider posture variation keep the full folder from being one locked prompt-ready route.",
+      "index": 6
+    },
+    {
+      "reference_image": "wand/532.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 7
+    },
+    {
+      "reference_image": "wand/561.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 8
+    },
+    {
+      "reference_image": "wand/611.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "front_view",
+      "variant_key": "normal_wand_front_close_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset.",
+      "index": 9
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 9,
+      "image_count": 9,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "wand/0005.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 2,
+          "reference_image": "wand/0015.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 3,
+          "reference_image": "wand/0021.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 4,
+          "reference_image": "wand/75.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 5,
+          "reference_image": "wand/217.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 6,
+          "reference_image": "wand/508.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_mixed_camera_folder_pool",
+          "notes": "Contact-sheet review preserved the folder as a mixed source-pool anchor. The source images include useful front-close tool-contact material, but side, portrait-close, and wider posture variation keep the full folder from being one locked prompt-ready route."
+        },
+        {
+          "index": 7,
+          "reference_image": "wand/532.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 8,
+          "reference_image": "wand/561.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        },
+        {
+          "index": 9,
+          "reference_image": "wand/611.jpg",
+          "review_bucket": "front_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_wand_front_close_view",
+          "notes": "Contact-sheet review found a repeated front-close third-person family where the contact plane is centered and the wand remains readable as one continuous object. Side, portrait-close, and wider posture outliers remain outside this selected subset."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/woman_ass_exposed_contact_sheet.html b/ab_batches/normal_camera/review/woman_ass_exposed_contact_sheet.html
new file mode 100644
index 0000000..2aa044d
--- /dev/null
+++ b/ab_batches/normal_camera/review/woman_ass_exposed_contact_sheet.html
@@ -0,0 +1,53 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: woman ass exposed</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: woman ass exposed</h1>
+<p class="meta">No-generation contact sheet. 4 JPGs from <code>woman ass exposed</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>woman ass exposed</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-4</h2>
+<div class="grid">
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_exposed_body_folder_pool" data-reference-image="woman ass exposed/40.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20ass%20exposed/40.jpg" alt="woman ass exposed/40.jpg">
+<figcaption><strong>001</strong> woman ass exposed/40.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_display_rear_exposed_body_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_exposed_body_folder_pool" data-reference-image="woman ass exposed/49.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20ass%20exposed/49.jpg" alt="woman ass exposed/49.jpg">
+<figcaption><strong>002</strong> woman ass exposed/49.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_display_rear_exposed_body_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_exposed_body_folder_pool" data-reference-image="woman ass exposed/52.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20ass%20exposed/52.jpg" alt="woman ass exposed/52.jpg">
+<figcaption><strong>003</strong> woman ass exposed/52.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_display_rear_exposed_body_folder_pool</span></figcaption>
+</figure>
+<figure data-review-bucket="reject_or_unclear" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_exposed_body_folder_pool" data-reference-image="woman ass exposed/58.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20ass%20exposed/58.jpg" alt="woman ass exposed/58.jpg">
+<figcaption><strong>004</strong> woman ass exposed/58.jpg<span class="bucket-slot">bucket: reject_or_unclear / normal_display_rear_exposed_body_folder_pool</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/woman_ass_exposed_review_manifest.json b/ab_batches/normal_camera/review/woman_ass_exposed_review_manifest.json
new file mode 100644
index 0000000..003f456
--- /dev/null
+++ b/ab_batches/normal_camera/review/woman_ass_exposed_review_manifest.json
@@ -0,0 +1,129 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "woman ass exposed",
+  "folder_alias": {
+    "exact_source_folder": "woman ass exposed",
+    "canonical_folder": "woman ass exposed",
+    "canonical_key": "woman_ass_exposed",
+    "alias_applied": false,
+    "alias_reason": ""
+  },
+  "image_count": 4,
+  "action_family": "display",
+  "source_camera_view": "mixed_or_unspecified",
+  "source_catalog_status": "action_reference_only",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "review_bucket": "reject_or_unclear",
+      "status": "needs_samples",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "woman ass exposed/40.jpg",
+        "woman ass exposed/49.jpg",
+        "woman ass exposed/52.jpg",
+        "woman ass exposed/58.jpg"
+      ],
+      "evidence_notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "woman ass exposed/40.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route.",
+      "index": 1
+    },
+    {
+      "reference_image": "woman ass exposed/49.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route.",
+      "index": 2
+    },
+    {
+      "reference_image": "woman ass exposed/52.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route.",
+      "index": 3
+    },
+    {
+      "reference_image": "woman ass exposed/58.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_display_rear_exposed_body_folder_pool",
+      "selection_date": "2026-07-02",
+      "review_notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route.",
+      "index": 4
+    }
+  ],
+  "contact_sheet_pages": [
+    {
+      "page": 1,
+      "html_anchor": "page-01",
+      "start_index": 1,
+      "end_index": 4,
+      "image_count": 4,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "woman ass exposed/40.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_exposed_body_folder_pool",
+          "notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route."
+        },
+        {
+          "index": 2,
+          "reference_image": "woman ass exposed/49.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_exposed_body_folder_pool",
+          "notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route."
+        },
+        {
+          "index": 3,
+          "reference_image": "woman ass exposed/52.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_exposed_body_folder_pool",
+          "notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route."
+        },
+        {
+          "index": 4,
+          "reference_image": "woman ass exposed/58.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_exposed_body_folder_pool",
+          "notes": "Contact-sheet review records the existing rear exposed-body source pool with all four folder images. The folder is fully represented but remains too thin and camera-variable for a selected pre-A/B route."
+        }
+      ]
+    }
+  ]
+}
diff --git a/ab_batches/normal_camera/review/woman_solo_showing_her_hass_back_view_contact_sheet.html b/ab_batches/normal_camera/review/woman_solo_showing_her_hass_back_view_contact_sheet.html
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+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: woman solo showing her hass - back view</title>
+<style>
+body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}
+h1{font-size:22px;margin:0 0 8px}
+h2{font-size:18px;margin:28px 0 12px}
+.meta{margin:0 0 16px;color:#4b5563}
+.buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}
+.bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}
+figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}
+img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}
+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
+</style>
+</head>
+<body>
+<h1>Normal Camera Review Contact Sheet: woman solo showing her hass - back view</h1>
+<p class="meta">No-generation contact sheet. 99 JPGs from <code>woman solo showing her hass - back view</code>. Review buckets are placeholders until visual review assigns them.</p>
+<p class="meta">Canonical folder label: <code>woman solo showing her ass - back view</code>.</p>
+<div class="buckets">
+<div class="bucket"><strong>back_view</strong><br>Rear-facing normal-camera view where back/hips face camera.</div>
+<div class="bucket"><strong>back_three_quarter</strong><br>Rear-offset normal-camera view with enough side/torso context.</div>
+<div class="bucket"><strong>side_view</strong><br>Profile or near-profile lateral view with the body/action axis across frame.</div>
+<div class="bucket"><strong>front_view</strong><br>Front-facing normal-camera view where the contact plane faces camera.</div>
+<div class="bucket"><strong>front_three_quarter</strong><br>Front-offset normal-camera view.</div>
+<div class="bucket"><strong>top_or_low_special</strong><br>Overhead, high-downward, low-angle, or under-view special camera.</div>
+<div class="bucket"><strong>reject_or_unclear</strong><br>POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.</div>
+</div>
+<h2 id="page-01">Page 1: 1-40</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0001.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0001.jpg" alt="woman solo showing her hass - back view/0001.jpg">
+<figcaption><strong>001</strong> woman solo showing her hass - back view/0001.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0001_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0001_2.jpg" alt="woman solo showing her hass - back view/0001_2.jpg">
+<figcaption><strong>002</strong> woman solo showing her hass - back view/0001_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/0002.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0002.jpg" alt="woman solo showing her hass - back view/0002.jpg">
+<figcaption><strong>003</strong> woman solo showing her hass - back view/0002.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0003.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0003.jpg" alt="woman solo showing her hass - back view/0003.jpg">
+<figcaption><strong>004</strong> woman solo showing her hass - back view/0003.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/0006.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0006.jpg" alt="woman solo showing her hass - back view/0006.jpg">
+<figcaption><strong>005</strong> woman solo showing her hass - back view/0006.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0006_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0006_2.jpg" alt="woman solo showing her hass - back view/0006_2.jpg">
+<figcaption><strong>006</strong> woman solo showing her hass - back view/0006_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/0006_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0006_3.jpg" alt="woman solo showing her hass - back view/0006_3.jpg">
+<figcaption><strong>007</strong> woman solo showing her hass - back view/0006_3.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0007.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0007.jpg" alt="woman solo showing her hass - back view/0007.jpg">
+<figcaption><strong>008</strong> woman solo showing her hass - back view/0007.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/0007_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0007_2.jpg" alt="woman solo showing her hass - back view/0007_2.jpg">
+<figcaption><strong>009</strong> woman solo showing her hass - back view/0007_2.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0009.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0009.jpg" alt="woman solo showing her hass - back view/0009.jpg">
+<figcaption><strong>010</strong> woman solo showing her hass - back view/0009.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0013.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0013.jpg" alt="woman solo showing her hass - back view/0013.jpg">
+<figcaption><strong>011</strong> woman solo showing her hass - back view/0013.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0015.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0015.jpg" alt="woman solo showing her hass - back view/0015.jpg">
+<figcaption><strong>012</strong> woman solo showing her hass - back view/0015.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0016.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0016.jpg" alt="woman solo showing her hass - back view/0016.jpg">
+<figcaption><strong>013</strong> woman solo showing her hass - back view/0016.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0016_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0016_2.jpg" alt="woman solo showing her hass - back view/0016_2.jpg">
+<figcaption><strong>014</strong> woman solo showing her hass - back view/0016_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/17.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/17.jpg" alt="woman solo showing her hass - back view/17.jpg">
+<figcaption><strong>015</strong> woman solo showing her hass - back view/17.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0019.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0019.jpg" alt="woman solo showing her hass - back view/0019.jpg">
+<figcaption><strong>016</strong> woman solo showing her hass - back view/0019.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/0021.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/0021.jpg" alt="woman solo showing her hass - back view/0021.jpg">
+<figcaption><strong>017</strong> woman solo showing her hass - back view/0021.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/73.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/73.jpg" alt="woman solo showing her hass - back view/73.jpg">
+<figcaption><strong>018</strong> woman solo showing her hass - back view/73.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/76.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/76.jpg" alt="woman solo showing her hass - back view/76.jpg">
+<figcaption><strong>019</strong> woman solo showing her hass - back view/76.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/80.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/80.jpg" alt="woman solo showing her hass - back view/80.jpg">
+<figcaption><strong>020</strong> woman solo showing her hass - back view/80.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/112.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/112.jpg" alt="woman solo showing her hass - back view/112.jpg">
+<figcaption><strong>021</strong> woman solo showing her hass - back view/112.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/114.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/114.jpg" alt="woman solo showing her hass - back view/114.jpg">
+<figcaption><strong>022</strong> woman solo showing her hass - back view/114.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/118.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/118.jpg" alt="woman solo showing her hass - back view/118.jpg">
+<figcaption><strong>023</strong> woman solo showing her hass - back view/118.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/121.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/121.jpg" alt="woman solo showing her hass - back view/121.jpg">
+<figcaption><strong>024</strong> woman solo showing her hass - back view/121.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/124.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/124.jpg" alt="woman solo showing her hass - back view/124.jpg">
+<figcaption><strong>025</strong> woman solo showing her hass - back view/124.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/138.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/138.jpg" alt="woman solo showing her hass - back view/138.jpg">
+<figcaption><strong>026</strong> woman solo showing her hass - back view/138.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/153.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/153.jpg" alt="woman solo showing her hass - back view/153.jpg">
+<figcaption><strong>027</strong> woman solo showing her hass - back view/153.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/153_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/153_2.jpg" alt="woman solo showing her hass - back view/153_2.jpg">
+<figcaption><strong>028</strong> woman solo showing her hass - back view/153_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/155.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/155.jpg" alt="woman solo showing her hass - back view/155.jpg">
+<figcaption><strong>029</strong> woman solo showing her hass - back view/155.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/155_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/155_2.jpg" alt="woman solo showing her hass - back view/155_2.jpg">
+<figcaption><strong>030</strong> woman solo showing her hass - back view/155_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/157.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/157.jpg" alt="woman solo showing her hass - back view/157.jpg">
+<figcaption><strong>031</strong> woman solo showing her hass - back view/157.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/160.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/160.jpg" alt="woman solo showing her hass - back view/160.jpg">
+<figcaption><strong>032</strong> woman solo showing her hass - back view/160.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/161.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/161.jpg" alt="woman solo showing her hass - back view/161.jpg">
+<figcaption><strong>033</strong> woman solo showing her hass - back view/161.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/162.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/162.jpg" alt="woman solo showing her hass - back view/162.jpg">
+<figcaption><strong>034</strong> woman solo showing her hass - back view/162.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/162_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/162_2.jpg" alt="woman solo showing her hass - back view/162_2.jpg">
+<figcaption><strong>035</strong> woman solo showing her hass - back view/162_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/169.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/169.jpg" alt="woman solo showing her hass - back view/169.jpg">
+<figcaption><strong>036</strong> woman solo showing her hass - back view/169.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/169_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/169_2.jpg" alt="woman solo showing her hass - back view/169_2.jpg">
+<figcaption><strong>037</strong> woman solo showing her hass - back view/169_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/171.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/171.jpg" alt="woman solo showing her hass - back view/171.jpg">
+<figcaption><strong>038</strong> woman solo showing her hass - back view/171.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/174.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/174.jpg" alt="woman solo showing her hass - back view/174.jpg">
+<figcaption><strong>039</strong> woman solo showing her hass - back view/174.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/175.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/175.jpg" alt="woman solo showing her hass - back view/175.jpg">
+<figcaption><strong>040</strong> woman solo showing her hass - back view/175.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-02">Page 2: 41-80</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/181.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/181.jpg" alt="woman solo showing her hass - back view/181.jpg">
+<figcaption><strong>041</strong> woman solo showing her hass - back view/181.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/182.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/182.jpg" alt="woman solo showing her hass - back view/182.jpg">
+<figcaption><strong>042</strong> woman solo showing her hass - back view/182.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/182_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/182_2.jpg" alt="woman solo showing her hass - back view/182_2.jpg">
+<figcaption><strong>043</strong> woman solo showing her hass - back view/182_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/189.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/189.jpg" alt="woman solo showing her hass - back view/189.jpg">
+<figcaption><strong>044</strong> woman solo showing her hass - back view/189.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/197.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/197.jpg" alt="woman solo showing her hass - back view/197.jpg">
+<figcaption><strong>045</strong> woman solo showing her hass - back view/197.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/207.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/207.jpg" alt="woman solo showing her hass - back view/207.jpg">
+<figcaption><strong>046</strong> woman solo showing her hass - back view/207.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/215.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/215.jpg" alt="woman solo showing her hass - back view/215.jpg">
+<figcaption><strong>047</strong> woman solo showing her hass - back view/215.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/230.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/230.jpg" alt="woman solo showing her hass - back view/230.jpg">
+<figcaption><strong>048</strong> woman solo showing her hass - back view/230.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/232.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/232.jpg" alt="woman solo showing her hass - back view/232.jpg">
+<figcaption><strong>049</strong> woman solo showing her hass - back view/232.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/235.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/235.jpg" alt="woman solo showing her hass - back view/235.jpg">
+<figcaption><strong>050</strong> woman solo showing her hass - back view/235.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/241.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/241.jpg" alt="woman solo showing her hass - back view/241.jpg">
+<figcaption><strong>051</strong> woman solo showing her hass - back view/241.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/242.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/242.jpg" alt="woman solo showing her hass - back view/242.jpg">
+<figcaption><strong>052</strong> woman solo showing her hass - back view/242.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/248.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/248.jpg" alt="woman solo showing her hass - back view/248.jpg">
+<figcaption><strong>053</strong> woman solo showing her hass - back view/248.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/256.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/256.jpg" alt="woman solo showing her hass - back view/256.jpg">
+<figcaption><strong>054</strong> woman solo showing her hass - back view/256.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/269.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/269.jpg" alt="woman solo showing her hass - back view/269.jpg">
+<figcaption><strong>055</strong> woman solo showing her hass - back view/269.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/270.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/270.jpg" alt="woman solo showing her hass - back view/270.jpg">
+<figcaption><strong>056</strong> woman solo showing her hass - back view/270.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/280.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/280.jpg" alt="woman solo showing her hass - back view/280.jpg">
+<figcaption><strong>057</strong> woman solo showing her hass - back view/280.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/287.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/287.jpg" alt="woman solo showing her hass - back view/287.jpg">
+<figcaption><strong>058</strong> woman solo showing her hass - back view/287.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/293.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/293.jpg" alt="woman solo showing her hass - back view/293.jpg">
+<figcaption><strong>059</strong> woman solo showing her hass - back view/293.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/300.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/300.jpg" alt="woman solo showing her hass - back view/300.jpg">
+<figcaption><strong>060</strong> woman solo showing her hass - back view/300.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/301.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/301.jpg" alt="woman solo showing her hass - back view/301.jpg">
+<figcaption><strong>061</strong> woman solo showing her hass - back view/301.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/304.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/304.jpg" alt="woman solo showing her hass - back view/304.jpg">
+<figcaption><strong>062</strong> woman solo showing her hass - back view/304.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/305.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/305.jpg" alt="woman solo showing her hass - back view/305.jpg">
+<figcaption><strong>063</strong> woman solo showing her hass - back view/305.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/313.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/313.jpg" alt="woman solo showing her hass - back view/313.jpg">
+<figcaption><strong>064</strong> woman solo showing her hass - back view/313.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/313_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/313_2.jpg" alt="woman solo showing her hass - back view/313_2.jpg">
+<figcaption><strong>065</strong> woman solo showing her hass - back view/313_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/314.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/314.jpg" alt="woman solo showing her hass - back view/314.jpg">
+<figcaption><strong>066</strong> woman solo showing her hass - back view/314.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/315.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/315.jpg" alt="woman solo showing her hass - back view/315.jpg">
+<figcaption><strong>067</strong> woman solo showing her hass - back view/315.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="back_view" data-review-decision="selected_reference" data-selected-variant="normal_display_rear_body_standing_back_view" data-reference-image="woman solo showing her hass - back view/321.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/321.jpg" alt="woman solo showing her hass - back view/321.jpg">
+<figcaption><strong>068</strong> woman solo showing her hass - back view/321.jpg<span class="bucket-slot">bucket: back_view / normal_display_rear_body_standing_back_view</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/322.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/322.jpg" alt="woman solo showing her hass - back view/322.jpg">
+<figcaption><strong>069</strong> woman solo showing her hass - back view/322.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/331.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/331.jpg" alt="woman solo showing her hass - back view/331.jpg">
+<figcaption><strong>070</strong> woman solo showing her hass - back view/331.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/331_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/331_2.jpg" alt="woman solo showing her hass - back view/331_2.jpg">
+<figcaption><strong>071</strong> woman solo showing her hass - back view/331_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/344.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/344.jpg" alt="woman solo showing her hass - back view/344.jpg">
+<figcaption><strong>072</strong> woman solo showing her hass - back view/344.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/346.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/346.jpg" alt="woman solo showing her hass - back view/346.jpg">
+<figcaption><strong>073</strong> woman solo showing her hass - back view/346.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/346_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/346_2.jpg" alt="woman solo showing her hass - back view/346_2.jpg">
+<figcaption><strong>074</strong> woman solo showing her hass - back view/346_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/348.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/348.jpg" alt="woman solo showing her hass - back view/348.jpg">
+<figcaption><strong>075</strong> woman solo showing her hass - back view/348.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/348_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/348_2.jpg" alt="woman solo showing her hass - back view/348_2.jpg">
+<figcaption><strong>076</strong> woman solo showing her hass - back view/348_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/349.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/349.jpg" alt="woman solo showing her hass - back view/349.jpg">
+<figcaption><strong>077</strong> woman solo showing her hass - back view/349.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/368.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/368.jpg" alt="woman solo showing her hass - back view/368.jpg">
+<figcaption><strong>078</strong> woman solo showing her hass - back view/368.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/497.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/497.jpg" alt="woman solo showing her hass - back view/497.jpg">
+<figcaption><strong>079</strong> woman solo showing her hass - back view/497.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/498.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/498.jpg" alt="woman solo showing her hass - back view/498.jpg">
+<figcaption><strong>080</strong> woman solo showing her hass - back view/498.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+<h2 id="page-03">Page 3: 81-99</h2>
+<div class="grid">
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/499.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/499.jpg" alt="woman solo showing her hass - back view/499.jpg">
+<figcaption><strong>081</strong> woman solo showing her hass - back view/499.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/505.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/505.jpg" alt="woman solo showing her hass - back view/505.jpg">
+<figcaption><strong>082</strong> woman solo showing her hass - back view/505.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/505_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/505_2.jpg" alt="woman solo showing her hass - back view/505_2.jpg">
+<figcaption><strong>083</strong> woman solo showing her hass - back view/505_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/521.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/521.jpg" alt="woman solo showing her hass - back view/521.jpg">
+<figcaption><strong>084</strong> woman solo showing her hass - back view/521.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/521_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/521_2.jpg" alt="woman solo showing her hass - back view/521_2.jpg">
+<figcaption><strong>085</strong> woman solo showing her hass - back view/521_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/529.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/529.jpg" alt="woman solo showing her hass - back view/529.jpg">
+<figcaption><strong>086</strong> woman solo showing her hass - back view/529.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/534.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/534.jpg" alt="woman solo showing her hass - back view/534.jpg">
+<figcaption><strong>087</strong> woman solo showing her hass - back view/534.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/534_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/534_2.jpg" alt="woman solo showing her hass - back view/534_2.jpg">
+<figcaption><strong>088</strong> woman solo showing her hass - back view/534_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/540.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/540.jpg" alt="woman solo showing her hass - back view/540.jpg">
+<figcaption><strong>089</strong> woman solo showing her hass - back view/540.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/545.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/545.jpg" alt="woman solo showing her hass - back view/545.jpg">
+<figcaption><strong>090</strong> woman solo showing her hass - back view/545.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/556.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/556.jpg" alt="woman solo showing her hass - back view/556.jpg">
+<figcaption><strong>091</strong> woman solo showing her hass - back view/556.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/556_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/556_2.jpg" alt="woman solo showing her hass - back view/556_2.jpg">
+<figcaption><strong>092</strong> woman solo showing her hass - back view/556_2.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/594.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/594.jpg" alt="woman solo showing her hass - back view/594.jpg">
+<figcaption><strong>093</strong> woman solo showing her hass - back view/594.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/604.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/604.jpg" alt="woman solo showing her hass - back view/604.jpg">
+<figcaption><strong>094</strong> woman solo showing her hass - back view/604.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/608.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/608.jpg" alt="woman solo showing her hass - back view/608.jpg">
+<figcaption><strong>095</strong> woman solo showing her hass - back view/608.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/610.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/610.jpg" alt="woman solo showing her hass - back view/610.jpg">
+<figcaption><strong>096</strong> woman solo showing her hass - back view/610.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/612.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/612.jpg" alt="woman solo showing her hass - back view/612.jpg">
+<figcaption><strong>097</strong> woman solo showing her hass - back view/612.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/617.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/617.jpg" alt="woman solo showing her hass - back view/617.jpg">
+<figcaption><strong>098</strong> woman solo showing her hass - back view/617.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="woman solo showing her hass - back view/624.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/woman%20solo%20showing%20her%20hass%20-%20back%20view/624.jpg" alt="woman solo showing her hass - back view/624.jpg">
+<figcaption><strong>099</strong> woman solo showing her hass - back view/624.jpg<span class="bucket-slot">bucket: unassigned</span></figcaption>
+</figure>
+</div>
+</body>
+</html>
diff --git a/ab_batches/normal_camera/review/woman_solo_showing_her_hass_back_view_review_manifest.json b/ab_batches/normal_camera/review/woman_solo_showing_her_hass_back_view_review_manifest.json
new file mode 100644
index 0000000..2f5280d
--- /dev/null
+++ b/ab_batches/normal_camera/review/woman_solo_showing_her_hass_back_view_review_manifest.json
@@ -0,0 +1,1858 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "no_generation": true,
+  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
+  "folder": "woman solo showing her hass - back view",
+  "folder_alias": {
+    "exact_source_folder": "woman solo showing her hass - back view",
+    "canonical_folder": "woman solo showing her ass - back view",
+    "canonical_key": "woman_solo_showing_her_ass_back_view",
+    "alias_applied": true,
+    "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path."
+  },
+  "image_count": 99,
+  "action_family": "display",
+  "source_camera_view": "back_view",
+  "source_catalog_status": "camera_reference",
+  "review_state": "contact_sheet_ready",
+  "methodology": [
+    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+    "Cluster only repeated non-POV camera/pose families.",
+    "Draft positive-only visual prompt cues from selected atlas references.",
+    "Keep weak, mixed, or one-off groups as needs_samples."
+  ],
+  "review_bucket_values": {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
+  },
+  "selected_subvariants": [
+    {
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "review_bucket": "back_view",
+      "status": "pre_ab_candidate",
+      "selection_date": "2026-07-02",
+      "reference_images": [
+        "woman solo showing her hass - back view/0002.jpg",
+        "woman solo showing her hass - back view/0006.jpg",
+        "woman solo showing her hass - back view/0006_3.jpg",
+        "woman solo showing her hass - back view/0007_2.jpg",
+        "woman solo showing her hass - back view/173.jpg",
+        "woman solo showing her hass - back view/197.jpg",
+        "woman solo showing her hass - back view/230.jpg",
+        "woman solo showing her hass - back view/235.jpg",
+        "woman solo showing her hass - back view/287.jpg",
+        "woman solo showing her hass - back view/293.jpg",
+        "woman solo showing her hass - back view/300.jpg",
+        "woman solo showing her hass - back view/321.jpg"
+      ],
+      "evidence_notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+    }
+  ],
+  "review_items": [
+    {
+      "index": 1,
+      "reference_image": "woman solo showing her hass - back view/0001.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 2,
+      "reference_image": "woman solo showing her hass - back view/0001_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "woman solo showing her hass - back view/0002.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_view",
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route.",
+      "index": 3
+    },
+    {
+      "index": 4,
+      "reference_image": "woman solo showing her hass - back view/0003.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "woman solo showing her hass - back view/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_view",
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route.",
+      "index": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "woman solo showing her hass - back view/0006_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "woman solo showing her hass - back view/0006_3.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_view",
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route.",
+      "index": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "woman solo showing her hass - back view/0007.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "reference_image": "woman solo showing her hass - back view/0007_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "back_view",
+      "variant_key": "normal_display_rear_body_standing_back_view",
+      "selection_date": "2026-07-02",
+      "review_notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route.",
+      "index": 9
+    },
+    {
+      "index": 10,
+      "reference_image": "woman solo showing her hass - back view/0009.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
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+      "reference_image": "woman solo showing her hass - back view/0013.jpg",
+      "review_decision": "residual_unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
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+      "reference_image": "woman solo showing her hass - back view/0015.jpg",
+      "review_decision": "residual_unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 13,
+      "reference_image": "woman solo showing her hass - back view/0016.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 14,
+      "reference_image": "woman solo showing her hass - back view/0016_2.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 15,
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+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 49,
+          "reference_image": "woman solo showing her hass - back view/232.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 50,
+          "reference_image": "woman solo showing her hass - back view/235.jpg",
+          "review_bucket": "back_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 51,
+          "reference_image": "woman solo showing her hass - back view/241.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 52,
+          "reference_image": "woman solo showing her hass - back view/242.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 53,
+          "reference_image": "woman solo showing her hass - back view/248.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 54,
+          "reference_image": "woman solo showing her hass - back view/256.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 55,
+          "reference_image": "woman solo showing her hass - back view/269.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 56,
+          "reference_image": "woman solo showing her hass - back view/270.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 57,
+          "reference_image": "woman solo showing her hass - back view/280.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 58,
+          "reference_image": "woman solo showing her hass - back view/287.jpg",
+          "review_bucket": "back_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 59,
+          "reference_image": "woman solo showing her hass - back view/293.jpg",
+          "review_bucket": "back_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 60,
+          "reference_image": "woman solo showing her hass - back view/300.jpg",
+          "review_bucket": "back_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 61,
+          "reference_image": "woman solo showing her hass - back view/301.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 62,
+          "reference_image": "woman solo showing her hass - back view/304.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 63,
+          "reference_image": "woman solo showing her hass - back view/305.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 64,
+          "reference_image": "woman solo showing her hass - back view/313.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 65,
+          "reference_image": "woman solo showing her hass - back view/313_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 66,
+          "reference_image": "woman solo showing her hass - back view/314.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 67,
+          "reference_image": "woman solo showing her hass - back view/315.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 68,
+          "reference_image": "woman solo showing her hass - back view/321.jpg",
+          "review_bucket": "back_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_display_rear_body_standing_back_view",
+          "notes": "Residual-pool review found a repeated upright standing rear-body display family. Seated, kneeling, side-leaning, and close-crop rear examples remain in the broad source pool or existing rear-body route."
+        },
+        {
+          "index": 69,
+          "reference_image": "woman solo showing her hass - back view/322.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 70,
+          "reference_image": "woman solo showing her hass - back view/331.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 71,
+          "reference_image": "woman solo showing her hass - back view/331_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 72,
+          "reference_image": "woman solo showing her hass - back view/344.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 73,
+          "reference_image": "woman solo showing her hass - back view/346.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 74,
+          "reference_image": "woman solo showing her hass - back view/346_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 75,
+          "reference_image": "woman solo showing her hass - back view/348.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 76,
+          "reference_image": "woman solo showing her hass - back view/348_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 77,
+          "reference_image": "woman solo showing her hass - back view/349.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 78,
+          "reference_image": "woman solo showing her hass - back view/368.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 79,
+          "reference_image": "woman solo showing her hass - back view/497.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 80,
+          "reference_image": "woman solo showing her hass - back view/498.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 3,
+      "html_anchor": "page-03",
+      "start_index": 81,
+      "end_index": 99,
+      "image_count": 19,
+      "images": [
+        {
+          "index": 81,
+          "reference_image": "woman solo showing her hass - back view/499.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 82,
+          "reference_image": "woman solo showing her hass - back view/505.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 83,
+          "reference_image": "woman solo showing her hass - back view/505_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 84,
+          "reference_image": "woman solo showing her hass - back view/521.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 85,
+          "reference_image": "woman solo showing her hass - back view/521_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 86,
+          "reference_image": "woman solo showing her hass - back view/529.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 87,
+          "reference_image": "woman solo showing her hass - back view/534.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 88,
+          "reference_image": "woman solo showing her hass - back view/534_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 89,
+          "reference_image": "woman solo showing her hass - back view/540.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 90,
+          "reference_image": "woman solo showing her hass - back view/545.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 91,
+          "reference_image": "woman solo showing her hass - back view/556.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 92,
+          "reference_image": "woman solo showing her hass - back view/556_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 93,
+          "reference_image": "woman solo showing her hass - back view/594.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 94,
+          "reference_image": "woman solo showing her hass - back view/604.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 95,
+          "reference_image": "woman solo showing her hass - back view/608.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 96,
+          "reference_image": "woman solo showing her hass - back view/610.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 97,
+          "reference_image": "woman solo showing her hass - back view/612.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 98,
+          "reference_image": "woman solo showing her hass - back view/617.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 99,
+          "reference_image": "woman solo showing her hass - back view/624.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}
diff --git a/categories/normal_camera_variants.json b/categories/normal_camera_variants.json
index df20bc1..bd04c77 100644
--- a/categories/normal_camera_variants.json
+++ b/categories/normal_camera_variants.json
@@ -14,41 +14,15 @@
     "hold": "Cataloged for coverage only; do not queue as a normal prompt-only A/B candidate until split or expanded."
   },
   "inventory": {
-    "variant_count": 86,
+    "variant_count": 131,
     "status_counts": {
       "hold": 0,
-      "needs_samples": 51,
-      "pre_ab_candidate": 35
+      "needs_samples": 76,
+      "pre_ab_candidate": 55
     },
-    "covered_non_empty_folder_count": 76,
-    "uncovered_non_empty_folder_count": 25,
-    "uncovered_non_empty_folders": [
-      "69",
-      "anal cowgirl",
-      "anal doggy - side view",
-      "anal fuck from behind laying - back view - 3-4 angle",
-      "anal random",
-      "anal reverse congress",
-      "anus lickiing",
-      "blowjob laying - back view - 3-4 angle",
-      "doggy press - back side",
-      "face sitting",
-      "face sitting - front view",
-      "fingering",
-      "fist",
-      "footjob",
-      "handjob - standing -low angle",
-      "pussy licking - backv iew",
-      "pussy licking leg up - back view - 3-4 angle",
-      "pussy licking standing woman",
-      "removing pants",
-      "reverse cowgirl",
-      "reverse cowgirl - leg up",
-      "reverse cowgirl -pretzel",
-      "rimjob",
-      "under desk",
-      "wand"
-    ]
+    "covered_non_empty_folder_count": 101,
+    "uncovered_non_empty_folder_count": 0,
+    "uncovered_non_empty_folders": []
   },
   "variants": [
     {
@@ -486,7 +460,19 @@
       ],
       "reference_images": [
         "doggy on all four - back view - 3-4 angle/0002.jpg",
+        "doggy on all four - back view - 3-4 angle/0003.jpg",
+        "doggy on all four - back view - 3-4 angle/0013.jpg",
+        "doggy on all four - back view - 3-4 angle/0014.jpg",
+        "doggy on all four - back view - 3-4 angle/0019.jpg",
+        "doggy on all four - back view - 3-4 angle/0020.jpg",
+        "doggy on all four - back view - 3-4 angle/206.jpg",
         "doggy on all four - back view - 3-4 angle/267.jpg",
+        "doggy on all four - back view - 3-4 angle/302.jpg",
+        "doggy on all four - back view - 3-4 angle/327.jpg",
+        "doggy on all four - back view - 3-4 angle/550_2.jpg",
+        "doggy on all four - back view - 3-4 angle/608_2.jpg",
+        "doggy on all four - back view - 3-4 angle/611.jpg",
+        "doggy on all four - back view - 3-4 angle/70.jpg",
         "doggy on all four - back view - 3-4 angle/97.jpg"
       ],
       "generator_hook": {
@@ -498,12 +484,12 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Split from the prior doggy rear three-quarter grouping to keep all-fours wording separate. Visual review confirmed this status from a full-folder doggy contact sheet.",
+      "pre_ab_notes": "Split from the prior doggy rear three-quarter grouping to keep all-fours wording separate. Residual-pool review expanded the selected references to 15 images while keeping low, front-drifting, and tight-crop outliers outside the selected subset.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 69 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Rear/offset all-fours framing dominates the folder. Some close crops and low/front-leaning examples exist, but the source is coherent enough for first wording tests."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual contact-sheet review of the 69-JPG source folder with 15 reviewed references selected.",
+        "decision": "expanded_reviewed_reference_set",
+        "notes": "Rear/offset all-fours framing repeats across the folder. The selected references keep normal-camera rear three-quarter composition while excluding low, front-drifting, and tight-crop outliers."
       }
     },
     {
@@ -531,7 +517,19 @@
       ],
       "reference_images": [
         "doggy - back view - 3-4 angle/0002.jpg",
+        "doggy - back view - 3-4 angle/0002_2.jpg",
+        "doggy - back view - 3-4 angle/0008_2.jpg",
+        "doggy - back view - 3-4 angle/0013.jpg",
+        "doggy - back view - 3-4 angle/0015.jpg",
+        "doggy - back view - 3-4 angle/0017.jpg",
+        "doggy - back view - 3-4 angle/0021.jpg",
+        "doggy - back view - 3-4 angle/132.jpg",
+        "doggy - back view - 3-4 angle/145.jpg",
+        "doggy - back view - 3-4 angle/183.jpg",
         "doggy - back view - 3-4 angle/185.jpg",
+        "doggy - back view - 3-4 angle/227.jpg",
+        "doggy - back view - 3-4 angle/39.jpg",
+        "doggy - back view - 3-4 angle/41.jpg",
         "doggy - back view - 3-4 angle/77.jpg"
       ],
       "generator_hook": {
@@ -542,12 +540,12 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Split from the prior doggy rear three-quarter grouping to keep the generic folder independent. Visual review confirmed this status from a full-folder doggy contact sheet.",
+      "pre_ab_notes": "Split from the prior doggy rear three-quarter grouping to keep the generic folder independent. Residual-pool review expanded the selected references to 15 images while keeping low/close and laying-drift examples outside the selected subset.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 35 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Rear three-quarter normal-camera framing is visually consistent enough for a generic doggy back-offset route."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual contact-sheet review of the 35-JPG source folder with 15 reviewed references selected.",
+        "decision": "expanded_reviewed_reference_set",
+        "notes": "Generic rear three-quarter framing repeats across the folder. The selected references keep back-offset normal-camera composition while excluding low/close and laying-drift examples."
       }
     },
     {
@@ -694,8 +692,20 @@
       ],
       "reference_images": [
         "doggy all four - front view/0016.jpg",
+        "doggy all four - front view/48.jpg",
+        "doggy all four - front view/58.jpg",
+        "doggy all four - front view/64.jpg",
+        "doggy all four - front view/69.jpg",
+        "doggy all four - front view/77.jpg",
+        "doggy all four - front view/83.jpg",
+        "doggy all four - front view/97.jpg",
+        "doggy all four - front view/171.jpg",
+        "doggy all four - front view/197.jpg",
+        "doggy all four - front view/204.jpg",
+        "doggy all four - front view/221.jpg",
         "doggy all four - front view/290.jpg",
-        "doggy all four - front view/97.jpg"
+        "doggy all four - front view/596.jpg",
+        "doggy all four - front view/598.jpg"
       ],
       "generator_hook": {
         "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
@@ -708,10 +718,10 @@
       },
       "pre_ab_notes": "Split from the prior doggy front grouping so all-fours front wording stays separate. Visual review confirmed this status from a full-folder doggy contact sheet.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 28 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Front normal-camera all-fours framing is clean enough: face/forearms are readable and POV body foreground cues are not dominant."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual-pool contact sheet covering 25 unselected JPGs after the original 3 reviewed references.",
+        "decision": "expanded_pre_ab_candidate",
+        "notes": "Expanded from 3 to 15 reviewed front all-fours references. Side-drifting, seated, tight close, and vertical-crop outliers remain outside the selected subset."
       }
     },
     {
@@ -744,7 +754,16 @@
         "doggy - front view/5.jpg",
         "doggy - front view/6.jpg",
         "doggy - front view /0003.jpg",
+        "doggy - front view /253.jpg",
+        "doggy - front view /262.jpg",
+        "doggy - front view /349.jpg",
+        "doggy - front view /354.jpg",
         "doggy - front view /41.jpg",
+        "doggy - front view /49.jpg",
+        "doggy - front view /505.jpg",
+        "doggy - front view /537.jpg",
+        "doggy - front view /541.jpg",
+        "doggy - front view /567.jpg",
         "doggy - front view /627.jpg"
       ],
       "generator_hook": {
@@ -755,12 +774,12 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Kept grouped because the two source folders are the same front-view label except for trailing whitespace. Visual review confirmed this status from a full-folder doggy contact sheet.",
+      "pre_ab_notes": "Kept grouped because the two source folders are the same front-view label except for trailing whitespace. Residual contact-sheet review expanded the duplicate trailing-space folder references while leaving the weak top/down close crop outside the selected subset.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 16 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Duplicate front-view source folders are visually coherent as a generic doggy front normal-camera route."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual contact-sheet review of the 13-JPG trailing-space duplicate folder plus the original three references from the non-trailing duplicate.",
+        "decision": "expanded_pre_ab_candidate",
+        "notes": "Expanded the grouped generic front-view route from 6 to 15 reviewed references. The selected trailing-space references repeat a front-facing third-person doggy camera; the weak top/down close crop remains outside the route."
       }
     },
     {
@@ -829,7 +848,19 @@
       ],
       "reference_images": [
         "cowgirl - side view/0003.jpg",
+        "cowgirl - side view/0004_2.jpg",
+        "cowgirl - side view/0005.jpg",
+        "cowgirl - side view/0007.jpg",
+        "cowgirl - side view/0009.jpg",
+        "cowgirl - side view/0011.jpg",
+        "cowgirl - side view/0015.jpg",
+        "cowgirl - side view/118.jpg",
+        "cowgirl - side view/195.jpg",
+        "cowgirl - side view/2.jpg",
+        "cowgirl - side view/200.jpg",
+        "cowgirl - side view/255.jpg",
         "cowgirl - side view/280.jpg",
+        "cowgirl - side view/86.jpg",
         "cowgirl - side view/86_2.jpg"
       ],
       "generator_hook": {
@@ -841,12 +872,12 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Clean source folder with enough images for first A/B tests. Visual review confirmed this status from a full-folder cowgirl/reverse-cowgirl contact sheet.",
+      "pre_ab_notes": "Residual-pool review expanded this side-profile cowgirl route to 15 reviewed references while keeping front-drifting, rear-drifting, and tight-crop examples outside the selected subset.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 34 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Side-profile cowgirl framing is visually consistent enough for a normal-camera route; front/back offsets are natural variation inside the side-view folder."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual contact-sheet review of the 34-JPG source folder with 15 reviewed references selected.",
+        "decision": "expanded_reviewed_reference_set",
+        "notes": "Side-profile straddle geometry repeats across the folder. The selected references keep lateral normal-camera composition while excluding front-drifting, rear-drifting, and tight-crop examples."
       }
     },
     {
@@ -1003,8 +1034,20 @@
       ],
       "reference_images": [
         "cowgirl - back view - 3-4 angle/0002.jpg",
-        "cowgirl - back view - 3-4 angle/248.jpg",
-        "cowgirl - back view - 3-4 angle/90.jpg"
+        "cowgirl - back view - 3-4 angle/0003_4.jpg",
+        "cowgirl - back view - 3-4 angle/0006.jpg",
+        "cowgirl - back view - 3-4 angle/0008_2.jpg",
+        "cowgirl - back view - 3-4 angle/16.jpg",
+        "cowgirl - back view - 3-4 angle/22.jpg",
+        "cowgirl - back view - 3-4 angle/41.jpg",
+        "cowgirl - back view - 3-4 angle/82.jpg",
+        "cowgirl - back view - 3-4 angle/90.jpg",
+        "cowgirl - back view - 3-4 angle/145.jpg",
+        "cowgirl - back view - 3-4 angle/160.jpg",
+        "cowgirl - back view - 3-4 angle/172.jpg",
+        "cowgirl - back view - 3-4 angle/225.jpg",
+        "cowgirl - back view - 3-4 angle/241_2.jpg",
+        "cowgirl - back view - 3-4 angle/248.jpg"
       ],
       "generator_hook": {
         "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
@@ -1015,12 +1058,13 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Large source folder; good candidate for direct comparison against front cowgirl wording. Visual review confirmed this status from a full-folder cowgirl/reverse-cowgirl contact sheet.",
+      "pre_ab_notes": "Large source folder; good candidate for direct comparison against front cowgirl wording. Residual-pool review expanded the route to 15 selected references rather than splitting a near-duplicate route.",
       "visual_review": {
         "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 129 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "Large folder is broad but mostly rear/back-offset cowgirl normal-camera material, with natural side and close-crop variation; no new clean subcategory was isolated in this pass."
+        "updated_at": "2026-07-02",
+        "scope": "Full-folder and residual contact-sheet review covering 129 JPGs across atlas_folders plus 15 selected references.",
+        "decision": "confirmed_pre_ab_candidate_with_expanded_references",
+        "notes": "Large folder is broad but mostly rear/back-offset cowgirl normal-camera material, with natural side and close-crop variation. Residual review kept one route and expanded selected references."
       }
     },
     {
@@ -1153,6 +1197,226 @@
         "notes": "Side-profile reverse-cowgirl framing is visually coherent and keeps the back-facing orientation readable from the side."
       }
     },
+    {
+      "key": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Large reverse-cowgirl source pool with normal-camera examples but no single locked camera view until contact-sheet review selects stable subsets.",
+      "prompt_cues": [
+        "reverse cowgirl normal-camera source pool",
+        "select a repeated camera family before cue drafting",
+        "use contact-sheet evidence before fixed-seed testing"
+      ],
+      "avoid_cues": [
+        "using the full mixed folder as one locked camera preset",
+        "POV reverse-cowgirl wording",
+        "inventing camera cues from the folder label alone"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0001.jpg",
+        "reverse cowgirl/288.jpg",
+        "reverse cowgirl/82.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "mixed camera source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Added as the first large unused-pool review tranche. The full 240-image folder is a cue-expansion pool, not a prompt-ready route; split selected-reference subvariants only after contact-sheet evidence shows repeated non-POV camera geometry.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Paged contact-sheet review scaffold covering 240 JPGs across atlas_folders plus representative references.",
+        "decision": "added_as_large_unused_pool_review_tranche",
+        "notes": "Folder is now tracked for review; selected-reference subvariants should be added only from repeated camera/pose families identified in the contact sheet."
+      }
+    },
+    {
+      "key": "normal_reverse_cowgirl_front_view",
+      "family": "reverse_cowgirl",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated front-view references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "camera_view": "front_view",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Reviewed reverse-cowgirl front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the contact plane reads frontally, and the reclined partner remains visible below her in third person.",
+      "prompt_cues": [
+        "reviewed reverse cowgirl front-view normal camera",
+        "woman on top faces the camera",
+        "front contact plane centered between her legs",
+        "reclined partner visible below her in third person"
+      ],
+      "avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "rear or back-view reverse-cowgirl wording",
+        "side-profile reverse-cowgirl wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0001.jpg",
+        "reverse cowgirl/0004.jpg",
+        "reverse cowgirl/0005_4.jpg",
+        "reverse cowgirl/0014.jpg",
+        "reverse cowgirl/79.jpg",
+        "reverse cowgirl/82.jpg",
+        "reverse cowgirl/145.jpg",
+        "reverse cowgirl/260.jpg",
+        "reverse cowgirl/288.jpg",
+        "reverse cowgirl/319.jpg",
+        "reverse cowgirl/527.jpg",
+        "reverse cowgirl/608.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated front-facing camera family found during paged contact-sheet review of the 240-image mixed reverse-cowgirl source folder. The source pool remains needs_samples for other camera families.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected front-view subset from paged contact sheets covering 240 JPGs in the mixed reverse-cowgirl source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Front-facing reverse-cowgirl framing repeats across the folder with stable woman-on-top orientation and visible reclined partner context."
+      }
+    },
+    {
+      "key": "normal_reverse_cowgirl_front_three_quarter",
+      "family": "reverse_cowgirl",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated front-offset references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "camera_view": "front_three_quarter",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Reviewed reverse-cowgirl front three-quarter normal-camera subset from the large mixed source pool: the woman is on top turned partly toward the camera, the contact plane reads from a front-offset angle, and the reclined partner remains visible below or behind her in third person.",
+      "prompt_cues": [
+        "reviewed reverse cowgirl front three-quarter normal camera",
+        "woman on top turns partly toward the camera",
+        "front-offset contact plane remains readable",
+        "reclined partner visible below her from a three-quarter angle"
+      ],
+      "avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "pure front-view reverse-cowgirl wording",
+        "rear or side-profile reverse-cowgirl wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "reverse cowgirl/153.jpg",
+        "reverse cowgirl/153_2.jpg",
+        "reverse cowgirl/239_2.jpg",
+        "reverse cowgirl/239_3.jpg",
+        "reverse cowgirl/241.jpg",
+        "reverse cowgirl/241_2.jpg",
+        "reverse cowgirl/241_3.jpg",
+        "reverse cowgirl/257.jpg",
+        "reverse cowgirl/287.jpg",
+        "reverse cowgirl/323_2.jpg",
+        "reverse cowgirl/609.jpg",
+        "reverse cowgirl/609_2.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "front three-quarter"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated front-offset camera family found during paged contact-sheet review of the 240-image mixed reverse-cowgirl source folder. It stays separate from the straight front-view subset and from the thin anal front-three-quarter source folders.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected front-three-quarter subset from paged contact sheets covering 240 JPGs in the mixed reverse-cowgirl source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Front-offset reverse-cowgirl framing repeats across the folder with stable woman-on-top orientation and visible reclined partner context."
+      }
+    },
+    {
+      "key": "normal_reverse_cowgirl_low_close_front_view",
+      "family": "reverse_cowgirl",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated low-close front-view references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "reverse cowgirl"
+      ],
+      "camera_view": "front_view",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Reviewed reverse-cowgirl low-close front-view normal-camera subset from the large mixed source pool: the woman is on top facing the camera, the foreground contact plane dominates the lower frame, and the subject remains visible above it in third-person framing.",
+      "prompt_cues": [
+        "reviewed reverse cowgirl low-close front-view normal camera",
+        "woman on top faces the camera",
+        "foreground contact plane dominates the lower frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "avoid_cues": [
+        "POV reverse-cowgirl wording",
+        "wider room-context front-view wording",
+        "front three-quarter reverse-cowgirl wording",
+        "rear or side-profile reverse-cowgirl wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "reverse cowgirl/0009.jpg",
+        "reverse cowgirl/0009_2.jpg",
+        "reverse cowgirl/0009_3.jpg",
+        "reverse cowgirl/0015.jpg",
+        "reverse cowgirl/0015_2.jpg",
+        "reverse cowgirl/0016_2.jpg",
+        "reverse cowgirl/170.jpg",
+        "reverse cowgirl/261.jpg",
+        "reverse cowgirl/332.jpg",
+        "reverse cowgirl/332_2.jpg",
+        "reverse cowgirl/551.jpg",
+        "reverse cowgirl/618.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "front view",
+          "low close"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated low-close front-view camera family found during residual-pool contact-sheet review of the 240-image mixed reverse-cowgirl source folder. It stays separate from the wider front-view subset and from front-offset three-quarter framing.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected low-close front-view subset from residual contact sheets covering the unselected reverse-cowgirl images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Low-close front reverse-cowgirl framing repeats across the residual folder with stable foreground body-plane dominance and non-POV third-person framing."
+      }
+    },
     {
       "key": "normal_reverse_cowgirl_anal_front_view",
       "family": "reverse_cowgirl",
@@ -1270,8 +1534,20 @@
       ],
       "reference_images": [
         "reverse congress - front view/0012.jpg",
+        "reverse congress - front view/0012_2.jpg",
+        "reverse congress - front view/0013.jpg",
+        "reverse congress - front view/61.jpg",
+        "reverse congress - front view/105.jpg",
+        "reverse congress - front view/105_2.jpg",
+        "reverse congress - front view/122.jpg",
+        "reverse congress - front view/183.jpg",
+        "reverse congress - front view/189.jpg",
         "reverse congress - front view/289.jpg",
-        "reverse congress - front view/61.jpg"
+        "reverse congress - front view/289_2.jpg",
+        "reverse congress - front view/291.jpg",
+        "reverse congress - front view/542.jpg",
+        "reverse congress - front view/542_2.jpg",
+        "reverse congress - front view/563_2.jpg"
       ],
       "generator_hook": {
         "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
@@ -1283,10 +1559,10 @@
       },
       "pre_ab_notes": "Visual review confirmed this as a front-facing position-specific pre-A/B candidate; keep wording front-facing rather than generic sitting.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 21 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "The folder is visually consistent enough for a front-facing reverse-congress route; crop and distance vary but the front geometry remains readable."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual-pool contact sheet covering 18 unselected JPGs after the original 3 reviewed references.",
+        "decision": "expanded_pre_ab_candidate",
+        "notes": "Expanded from 3 to 15 reviewed front-facing reverse-congress references. Tight low crops, side/bed drift, and seated-only outliers remain outside the selected subset."
       }
     },
     {
@@ -1674,6 +1950,166 @@
         "notes": "Front three-quarter anal missionary label is visually accurate, but the source remains thin."
       }
     },
+    {
+      "key": "normal_anal_random_mixed_camera_folder_pool",
+      "family": "anal",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anal random"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "anal",
+      "canonical_geometry": "Large anal source pool with mixed normal-camera examples and no single locked camera view until contact-sheet review selects stable subsets.",
+      "prompt_cues": [
+        "anal normal-camera source pool",
+        "select a repeated camera family before cue drafting",
+        "use contact-sheet evidence before fixed-seed testing"
+      ],
+      "avoid_cues": [
+        "using the full mixed folder as one locked camera preset",
+        "POV anal wording",
+        "inventing camera cues from the folder label alone"
+      ],
+      "reference_images": [
+        "anal random/0001.jpg",
+        "anal random/266_2.jpg",
+        "anal random/94_5.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal",
+          "mixed camera source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Added as a large unused-pool review tranche after reverse cowgirl. The full 99-image folder is a cue-expansion pool, not a prompt-ready route; split selected-reference subvariants only after contact-sheet evidence shows repeated non-POV camera geometry.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Paged contact-sheet review scaffold covering 99 JPGs across atlas_folders plus representative references.",
+        "decision": "added_as_large_unused_pool_review_tranche",
+        "notes": "Folder is now tracked for review; selected-reference subvariants should be added only from repeated camera/pose families identified in the contact sheet."
+      }
+    },
+    {
+      "key": "normal_anal_random_front_view",
+      "family": "anal",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_anal_random_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated front-view references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "anal random"
+      ],
+      "camera_view": "front_view",
+      "action_family": "anal",
+      "canonical_geometry": "Reviewed anal front-view normal-camera subset from the large mixed source pool: the main subject faces the camera, the contact plane reads frontally, and partner context remains visible in third person.",
+      "prompt_cues": [
+        "reviewed anal front-view normal camera",
+        "main subject faces the camera",
+        "front contact plane centered",
+        "partner context visible in third person"
+      ],
+      "avoid_cues": [
+        "POV anal wording",
+        "side-profile anal wording",
+        "rear-view anal wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "anal random/0005.jpg",
+        "anal random/0006.jpg",
+        "anal random/0015.jpg",
+        "anal random/160_3.jpg",
+        "anal random/188.jpg",
+        "anal random/347_3.jpg",
+        "anal random/347_10.jpg",
+        "anal random/347_11.jpg",
+        "anal random/366.jpg",
+        "anal random/366_3.jpg",
+        "anal random/366_4.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal",
+          "front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated front-view camera family found during paged contact-sheet review of the 99-image mixed anal-random source folder. Side, rear, standing, and overhead-like frames remain in the source pool.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected front-view subset from paged contact sheets covering 99 JPGs in the mixed anal-random source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Front-view anal framing repeats across the folder with stable third-person camera placement and readable contact plane."
+      }
+    },
+    {
+      "key": "normal_anal_random_back_side_offset_view",
+      "family": "anal",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_anal_random_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated rear/side-offset references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "anal random"
+      ],
+      "camera_view": "back_three_quarter",
+      "action_family": "anal",
+      "canonical_geometry": "Reviewed anal rear/side-offset normal-camera subset from the large mixed source pool: the main body turns partly away from the camera, the rear-side contact plane remains readable, and partner context stays visible in third person.",
+      "prompt_cues": [
+        "reviewed anal rear side-offset normal camera",
+        "main body turns partly away from the camera",
+        "rear-side contact plane remains readable",
+        "partner context visible in third person"
+      ],
+      "avoid_cues": [
+        "POV anal wording",
+        "straight front-view anal wording",
+        "standing anal wording",
+        "overhead camera wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "anal random/0003.jpg",
+        "anal random/0003_3.jpg",
+        "anal random/0010.jpg",
+        "anal random/0013.jpg",
+        "anal random/119.jpg",
+        "anal random/119_2.jpg",
+        "anal random/119_3.jpg",
+        "anal random/124_2.jpg",
+        "anal random/124_8.jpg",
+        "anal random/347_4.jpg",
+        "anal random/347_5.jpg",
+        "anal random/347_8.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal",
+          "back three-quarter",
+          "side offset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated rear/side-offset camera family found during residual contact-sheet review of the 99-image mixed anal-random source folder. Front-view, standing, overhead-like, and tight close-crop frames remain in the source pool.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected rear/side-offset subset from residual contact sheets covering the unselected anal-random images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Rear/side-offset anal framing repeats across the residual folder with stable third-person camera placement and readable contact plane."
+      }
+    },
     {
       "key": "normal_missionary_front_three_quarter",
       "family": "missionary",
@@ -1868,8 +2304,20 @@
       ],
       "reference_images": [
         "blowjob - laying - front view/0001.jpg",
+        "blowjob - laying - front view/0003.jpg",
+        "blowjob - laying - front view/0004.jpg",
+        "blowjob - laying - front view/0010.jpg",
+        "blowjob - laying - front view/0010_2.jpg",
+        "blowjob - laying - front view/0018.jpg",
+        "blowjob - laying - front view/48.jpg",
+        "blowjob - laying - front view/69.jpg",
+        "blowjob - laying - front view/91.jpg",
+        "blowjob - laying - front view/94.jpg",
+        "blowjob - laying - front view/122.jpg",
+        "blowjob - laying - front view/171.jpg",
+        "blowjob - laying - front view/184.jpg",
         "blowjob - laying - front view/274.jpg",
-        "blowjob - laying - front view/94.jpg"
+        "blowjob - laying - front view/512.jpg"
       ],
       "generator_hook": {
         "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
@@ -1882,10 +2330,10 @@
       },
       "pre_ab_notes": "Visual review confirmed this as a pre-A/B candidate: crop distance varies, but the frontal laying oral-contact geometry is stable enough for testing.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 26 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "The folder is visually broad in crop distance, but it consistently supports a frontal laying oral-contact route without needing a split."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual-pool contact sheet covering 23 unselected JPGs after the original 3 reviewed references.",
+        "decision": "expanded_pre_ab_candidate",
+        "notes": "Expanded from 3 to 15 reviewed front-facing laying oral-contact references. Side-drifting, wide couch/bed, and weak close-crop examples remain outside the selected subset."
       }
     },
     {
@@ -2239,7 +2687,7 @@
         "mixing standing and laying cues in one A/B prompt"
       ],
       "reference_images": [
-        "ballsucking - standing/0014.jpg",
+        "ballsucking - standing/0017.jpg",
         "ballsucking - standing/252.jpg",
         "ballsucking - standing/624.jpg"
       ],
@@ -2261,6 +2709,105 @@
         "notes": "The standing-partner context is consistent, but camera angle and crop vary too much for a preset route."
       }
     },
+    {
+      "key": "normal_ballsucking_standing_low_side_view",
+      "family": "ballsucking",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "ballsucking - standing"
+      ],
+      "camera_view": "side_view",
+      "action_family": "ballsucking",
+      "canonical_geometry": "Selected standing-partner low side or near-side normal-camera view where the receiving partner stands, the performer stays low beside or in front of the standing body, and the contact plane remains readable in third-person framing.",
+      "prompt_cues": [
+        "standing-partner low side normal camera view",
+        "performer stays low beside the standing partner",
+        "standing partner remains visible above the contact plane",
+        "third-person side or near-side framing keeps the bodies readable"
+      ],
+      "avoid_cues": [
+        "POV oral wording",
+        "laying posture wording",
+        "water-close crop",
+        "using the full mixed folder as one preset"
+      ],
+      "reference_images": [
+        "ballsucking - standing/0014.jpg",
+        "ballsucking - standing/130.jpg",
+        "ballsucking - standing/137.jpg",
+        "ballsucking - standing/207.jpg",
+        "ballsucking - standing/222.jpg",
+        "ballsucking - standing/252.jpg",
+        "ballsucking - standing/333.jpg",
+        "ballsucking - standing/34.jpg",
+        "ballsucking - standing/540.jpg",
+        "ballsucking - standing/589.jpg",
+        "ballsucking - standing/624.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "ballsucking",
+          "standing partner",
+          "low side"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from contact-sheet review of the 12-image standing source pool. The water-close outlier remains outside this selected route.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 11-image low side/near-side subset from contact-sheet review of the mixed ballsucking standing source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a standing-partner, low-performer third-person composition with side or near-side camera geometry; the water-close crop remains outside the route."
+      }
+    },
+    {
+      "key": "normal_face_sitting_mixed_camera_folder_pool",
+      "family": "face_sitting",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "face sitting"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "face_sitting",
+      "canonical_geometry": "Face-sitting mixed-camera source pool: the folder has three front or near-front samples plus one rear/back-view outlier, so it preserves review evidence without defining one locked normal-camera route.",
+      "prompt_cues": [
+        "face-sitting mixed-camera source pool",
+        "front and rear examples stay separate during review",
+        "select a narrower camera subset before testing",
+        "keep both bodies readable in third-person framing"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV face-sitting wording",
+        "mixing front and rear examples in one prompt",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "face sitting/0005.jpg",
+        "face sitting/0021.jpg",
+        "face sitting/354.jpg",
+        "face sitting/533.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "face sitting",
+          "mixed camera",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found a thin, mixed 4-image source pool. Keep as needs_samples; do not queue the full folder as a pre-A/B route until a narrower camera subset has enough matched samples.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 4 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "Three samples are front or near-front face-sitting references, while one is a rear/back-view outlier. The folder is too thin and camera-variable for a selected pre-A/B route."
+      }
+    },
     {
       "key": "normal_ballsucking_laying_close_reference_folder_pool",
       "family": "ballsucking",
@@ -2350,6 +2897,60 @@
         "notes": "Mostly useful front-close material, but the folder includes enough side/standing/foreground-heavy crops that it should remain needs_samples."
       }
     },
+    {
+      "key": "normal_boobjob_front_close_view",
+      "family": "boobjob",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_boobjob_front_close_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "boobjob"
+      ],
+      "camera_view": "front_view",
+      "action_family": "boobjob",
+      "canonical_geometry": "Selected front-close boobjob normal-camera view where the performer faces camera or near-camera, upper body and face remain readable, and the contact action stays centered without becoming POV.",
+      "prompt_cues": [
+        "boobjob front-close normal camera view",
+        "front-facing upper body and face remain readable",
+        "breast-contact action stays centered in the frame",
+        "third-person close camera without POV wording"
+      ],
+      "avoid_cues": [
+        "POV foreground body cues",
+        "side-profile boobjob wording",
+        "standing-only framing",
+        "using the full mixed folder as one locked camera preset"
+      ],
+      "reference_images": [
+        "boobjob/0017.jpg",
+        "boobjob/0018_2.jpg",
+        "boobjob/141.jpg",
+        "boobjob/186.jpg",
+        "boobjob/218.jpg",
+        "boobjob/259.jpg",
+        "boobjob/327.jpg",
+        "boobjob/588.jpg",
+        "boobjob/592.jpg",
+        "boobjob/598.jpg",
+        "boobjob/615.jpg",
+        "boobjob/618.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "boobjob",
+          "front close",
+          "selected reference subset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from residual contact-sheet review of the 19-image boobjob source pool. Side, standing, foreground-heavy, and downward/crop-drifting examples remain outside this selected route.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 12-image front-close subset from residual contact-sheet review of the mixed boobjob source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a front-close third-person camera where face or upper body remains readable and the contact action stays centered."
+      }
+    },
     {
       "key": "normal_breast_contact_front_view",
       "family": "breast_contact",
@@ -2373,8 +2974,20 @@
       ],
       "reference_images": [
         "breast - touching - front view/0006.jpg",
+        "breast - touching - front view/0006_2.jpg",
+        "breast - touching - front view/12.jpg",
+        "breast - touching - front view/0014.jpg",
+        "breast - touching - front view/0015.jpg",
+        "breast - touching - front view/16.jpg",
+        "breast - touching - front view/56.jpg",
+        "breast - touching - front view/72.jpg",
+        "breast - touching - front view/183.jpg",
+        "breast - touching - front view/220.jpg",
+        "breast - touching - front view/246.jpg",
         "breast - touching - front view/248.jpg",
-        "breast - touching - front view/72.jpg"
+        "breast - touching - front view/281.jpg",
+        "breast - touching - front view/348.jpg",
+        "breast - touching - front view/361.jpg"
       ],
       "generator_hook": {
         "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
@@ -2386,10 +2999,10 @@
       },
       "pre_ab_notes": "Visual review confirmed this as a front-view pre-A/B candidate; pose and crop vary but the front body-contact plane is stable.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 25 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "The folder is mostly frontal upper-body/contact composition with posture variation but stable front camera intent."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual-pool contact sheet covering 22 unselected JPGs after the original 3 reviewed references.",
+        "decision": "expanded_pre_ab_candidate",
+        "notes": "Expanded from 3 to 15 reviewed front breast-contact references. Side-drifting, costume/standing outliers, and weak-contact crops remain outside the selected subset."
       }
     },
     {
@@ -2462,7 +3075,19 @@
       ],
       "reference_images": [
         "breast sucking - side view/0003.jpg",
+        "breast sucking - side view/0005.jpg",
+        "breast sucking - side view/0007.jpg",
+        "breast sucking - side view/0009.jpg",
+        "breast sucking - side view/0010_2.jpg",
+        "breast sucking - side view/182.jpg",
+        "breast sucking - side view/186.jpg",
+        "breast sucking - side view/218.jpg",
+        "breast sucking - side view/234.jpg",
+        "breast sucking - side view/244.jpg",
         "breast sucking - side view/257.jpg",
+        "breast sucking - side view/267.jpg",
+        "breast sucking - side view/269.jpg",
+        "breast sucking - side view/356.jpg",
         "breast sucking - side view/99.jpg"
       ],
       "generator_hook": {
@@ -2474,12 +3099,300 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Visual review confirmed this as a side/near-side pre-A/B candidate; keep wording about lateral contact rather than strict profile-only framing.",
+      "pre_ab_notes": "Residual-pool review expanded this side/near-side route to 15 reviewed references; keep wording about lateral contact rather than strict profile-only framing.",
       "visual_review": {
-        "reviewed_at": "2026-06-29",
-        "scope": "Full-folder contact sheet covering 43 JPGs across atlas_folders plus representative references.",
-        "decision": "confirmed_pre_ab_candidate",
-        "notes": "The source folder is broad in pose and distance, but most samples preserve a side or near-side contact line and remain useful for the route."
+        "reviewed_at": "2026-07-02",
+        "scope": "Residual contact-sheet review of the 43-JPG source folder with 15 reviewed references selected.",
+        "decision": "expanded_reviewed_reference_set",
+        "notes": "Side/near-side mouth-contact framing repeats across standing and seated contexts. The selected references keep lateral contact readable while excluding front-only, hand-touch-only, and weak-contact examples."
+      }
+    },
+    {
+      "key": "normal_sixty_nine_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "69"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Sixty-nine mixed-camera source pool: the folder contains useful mutual oral-contact examples, but mixes close/front, side/downward, upright seated, and wider room-context views, so it is not one locked normal-camera route.",
+      "prompt_cues": [
+        "sixty-nine mixed-camera source pool",
+        "mutual oral-contact examples with third-person framing",
+        "select reviewed camera subset before testing",
+        "do not infer a single azimuth"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV viewer-mouth framing",
+        "assuming all samples are close front views",
+        "using without crop review"
+      ],
+      "reference_images": [
+        "69/0002.jpg",
+        "69/196.jpg",
+        "69/624.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "sixty-nine",
+          "mutual oral",
+          "mixed camera"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Visual review confirmed useful mutual oral-contact material, but the full 10-image source folder mixes close/front, side/downward, upright seated, and wider room-context framing. Keep as a folder_pool and use the selected front-close split for prompt testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 10 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The action is coherent, but the camera and posture drift enough that the whole folder should stay needs_samples."
+      }
+    },
+    {
+      "key": "normal_sixty_nine_front_close_view",
+      "family": "oral_other",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_sixty_nine_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "69"
+      ],
+      "camera_view": "front_view",
+      "action_family": "oral_other",
+      "canonical_geometry": "Selected sixty-nine front-close normal-camera view where the upper subject faces camera, opposed oral-contact pose stays centered, and both bodies remain readable in close third-person framing.",
+      "prompt_cues": [
+        "sixty-nine front-close normal camera view",
+        "upper subject faces the camera",
+        "opposed oral-contact pose stays centered",
+        "third-person close framing keeps both bodies readable"
+      ],
+      "avoid_cues": [
+        "POV viewer-mouth framing",
+        "wide room-context layout",
+        "upright seated straddle framing",
+        "side-downward camera wording",
+        "using the full mixed folder as one preset"
+      ],
+      "reference_images": [
+        "69/0002.jpg",
+        "69/0008.jpg",
+        "69/0016.jpg",
+        "69/19.jpg",
+        "69/166.jpg",
+        "69/292.jpg",
+        "69/624.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "sixty-nine",
+          "front close",
+          "selected reference subset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from contact-sheet review of the 10-image 69 source pool. Side/downward, upright seated, and wider room-context outliers remain outside this selected route.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 7-image front-close subset from contact-sheet review of the mixed 69 source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a close third-person camera where the upper subject faces camera and the opposed oral-contact pose remains centered."
+      }
+    },
+    {
+      "key": "normal_fingering_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "fingering"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Fingering mixed-camera source pool: the folder contains useful manual-contact examples, but mixes reclined front views with upright, standing, side, and oral-adjacent frames, so it is not one locked normal-camera route.",
+      "prompt_cues": [
+        "fingering mixed-camera source pool",
+        "manual contact examples with third-person framing",
+        "select reviewed camera subset before testing",
+        "do not infer a single azimuth"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV manual-contact wording",
+        "assuming all samples are reclined front views",
+        "using without crop review"
+      ],
+      "reference_images": [
+        "fingering/0001.jpg",
+        "fingering/195.jpg",
+        "fingering/603.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "fingering",
+          "manual contact",
+          "mixed camera"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Visual review confirmed useful manual-contact material, but the full 15-image source folder mixes reclined front, upright, standing, side, and oral-adjacent frames. Keep as a folder_pool and use the selected reclined front-view split for prompt testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 15 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The action is useful, but the camera and posture are mixed enough that the whole folder should stay needs_samples."
+      }
+    },
+    {
+      "key": "normal_fingering_reclined_front_view",
+      "family": "manual_or_toy",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_fingering_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "fingering"
+      ],
+      "camera_view": "front_view",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Selected reclined manual-contact front normal-camera view where the subject is reclined, faces the camera, the open-thigh contact plane stays centered, and face or upper body remains readable in third-person framing.",
+      "prompt_cues": [
+        "manual-contact reclined front normal camera view",
+        "reclined subject faces the camera",
+        "open-thigh contact plane centered in frame",
+        "face and upper body remain readable behind the contact plane"
+      ],
+      "avoid_cues": [
+        "POV foreground-hand framing",
+        "upright chair-only framing",
+        "side-profile manual-contact wording",
+        "oral-contact primary-action wording",
+        "using the full mixed folder as one preset"
+      ],
+      "reference_images": [
+        "fingering/0004.jpg",
+        "fingering/0006.jpg",
+        "fingering/0013.jpg",
+        "fingering/0015.jpg",
+        "fingering/39.jpg",
+        "fingering/50.jpg",
+        "fingering/132.jpg",
+        "fingering/133.jpg",
+        "fingering/279.jpg",
+        "fingering/603.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "fingering",
+          "reclined front",
+          "selected reference subset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from contact-sheet review of the 15-image fingering source pool. Upright chair, standing, side, and stronger oral-adjacent outliers remain outside this selected route.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 10-image reclined front-view subset from contact-sheet review of the mixed fingering source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a camera-facing reclined/open-thigh manual-contact composition with enough face or upper-body context for prompt cue drafting."
+      }
+    },
+    {
+      "key": "normal_wand_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "wand"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Wand toy-contact mixed-camera source pool: the folder contains useful front-close tool-contact examples, but includes side, portrait-close, and wider posture variation, so it is not one locked normal-camera route.",
+      "prompt_cues": [
+        "wand toy-contact mixed-camera source pool",
+        "tool-contact examples with third-person framing",
+        "select reviewed camera subset before testing",
+        "do not infer a single azimuth"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV foreground-tool wording",
+        "assuming all samples are front-close views",
+        "using without crop review"
+      ],
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/508.jpg",
+        "wand/75.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "wand",
+          "toy contact",
+          "mixed camera"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Visual review confirmed useful wand/contact material, but the full 9-image source folder mixes front-close, side, portrait-close, and wider posture framing. Keep as a folder_pool and use the selected front-close split for prompt testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 9 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The action reference is useful, but the camera and crop vary enough that the full folder should stay needs_samples."
+      }
+    },
+    {
+      "key": "normal_wand_front_close_view",
+      "family": "manual_or_toy",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_wand_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "wand"
+      ],
+      "camera_view": "front_view",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Selected wand front-close normal-camera view where the subject faces camera or near-camera, the open-thigh tool-contact plane is centered, and the wand remains readable as one continuous object in third-person framing.",
+      "prompt_cues": [
+        "wand front-close normal camera view",
+        "subject faces camera or near camera",
+        "open-thigh tool-contact plane centered in frame",
+        "single continuous wand remains readable"
+      ],
+      "avoid_cues": [
+        "POV foreground-tool wording",
+        "side portrait-only crop",
+        "wide posture-variable framing",
+        "split-device wording",
+        "using the full mixed folder as one preset"
+      ],
+      "reference_images": [
+        "wand/0005.jpg",
+        "wand/0015.jpg",
+        "wand/217.jpg",
+        "wand/532.jpg",
+        "wand/561.jpg",
+        "wand/611.jpg",
+        "wand/75.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "wand",
+          "front close",
+          "selected reference subset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from contact-sheet review of the 9-image wand source pool. Side, portrait-close, and wider posture outliers remain outside this selected route.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 7-image front-close subset from contact-sheet review of the mixed wand source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a front-close third-person camera where the contact plane is centered and the wand remains readable as one object."
       }
     },
     {
@@ -3006,6 +3919,832 @@
         "notes": "The front three-quarter label is plausible, but the folder has only two samples and remains too thin for A/B."
       }
     },
+    {
+      "key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "pussy licking - backv iew"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Thin oral-contact source pool from the mislabeled back-view folder: the reviewed samples show high/front and high-oblique third-person framing rather than one stable back-view normal-camera route.",
+      "prompt_cues": [
+        "high-front oral-contact source pool",
+        "reviewed samples use elevated third-person framing",
+        "select a narrower camera subset before testing",
+        "keep receiving partner and performer both readable"
+      ],
+      "avoid_cues": [
+        "using the folder label as a locked back-view preset",
+        "POV oral wording",
+        "mixing high-front and high-oblique samples in one prompt",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "pussy licking - backv iew/220.jpg",
+        "pussy licking - backv iew/567.jpg",
+        "pussy licking - backv iew/614.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "oral contact",
+          "high front",
+          "mixed camera"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found only three samples, all closer to high-front or high-oblique oral-contact framing than a stable back-view route. Keep as needs_samples and do not queue the folder as a pre-A/B preset.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 3 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The folder label says back view, but the reviewed images read as elevated front or high-oblique third-person references. The set is too thin and label-variable for a selected pre-A/B route."
+      }
+    },
+    {
+      "key": "normal_removing_pants_mixed_camera_folder_pool",
+      "family": "display",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "removing pants"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "display",
+      "canonical_geometry": "Removing-pants action source pool: three near-duplicate close references show a standing clothing-removal setup with strong foreground crop, so the folder is review evidence rather than a stable normal-camera route.",
+      "prompt_cues": [
+        "removing-pants action source pool",
+        "standing clothing-removal setup",
+        "select a wider non-POV crop before testing",
+        "keep face and body context readable"
+      ],
+      "avoid_cues": [
+        "using the close foreground crop as a locked camera preset",
+        "POV clothing-pull wording",
+        "cropping away body context",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "removing pants/0005.jpg",
+        "removing pants/0006.jpg",
+        "removing pants/0016.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "removing pants",
+          "display",
+          "mixed camera"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found three near-duplicate close action references with strong foreground crop. Keep as needs_samples and do not queue the folder as a pre-A/B camera preset until more matched, wider non-POV samples exist.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 3 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The folder has a coherent action setup, but the three samples are too close, near-duplicate, and foreground-heavy for a selected normal-camera route."
+      }
+    },
+    {
+      "key": "normal_rimjob_mixed_camera_folder_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "rimjob"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Rimjob mixed-camera source pool: three reviewed references include close side/back oral-contact framing plus a wider kneeling context, so the folder is useful evidence but not a locked camera route.",
+      "prompt_cues": [
+        "rimjob mixed-camera source pool",
+        "select side or back sample before testing",
+        "performer and receiving partner both readable",
+        "third-person framing only"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV oral wording",
+        "assuming one side or back geometry",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "rimjob/0003.jpg",
+        "rimjob/0010.jpg",
+        "rimjob/0018.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "rimjob",
+          "mixed camera",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found only three mixed close/wide references. Keep as needs_samples and do not queue the folder as a pre-A/B camera preset.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 3 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The folder has useful third-person contact evidence, but the samples mix close side/back and wider kneeling context and remain too thin for a selected route."
+      }
+    },
+    {
+      "key": "normal_footjob_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "footjob"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Foot-contact mixed-camera source pool: two reviewed references share the action family but vary between seated front context and tighter lower-body crop, so the folder is too thin for a camera route.",
+      "prompt_cues": [
+        "foot-contact mixed-camera source pool",
+        "select seated front or close crop before testing",
+        "keep body context readable",
+        "third-person framing only"
+      ],
+      "avoid_cues": [
+        "using the full folder as a locked camera preset",
+        "POV foot-contact wording",
+        "mixing seated context and close crop in one prompt",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "footjob/265.jpg",
+        "footjob/265_2.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "footjob",
+          "mixed camera",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found two related but camera-variable references. Keep as needs_samples until more matched samples define a route.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 2 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The two samples are useful action evidence but too thin and crop-variable for a selected pre-A/B route."
+      }
+    },
+    {
+      "key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "reverse cowgirl - leg up"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Reverse-cowgirl leg-up source pool: two references preserve the posture cue, but the sample count and camera/crop variation are too thin for a locked normal-camera route.",
+      "prompt_cues": [
+        "reverse-cowgirl leg-up source pool",
+        "leg-up posture evidence",
+        "select exact camera sample before testing",
+        "keep full pose context readable"
+      ],
+      "avoid_cues": [
+        "using the folder as a locked camera preset",
+        "POV reverse-cowgirl wording",
+        "mixing with generic reverse-cowgirl prompt routes",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "reverse cowgirl - leg up/266.jpg",
+        "reverse cowgirl - leg up/267.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "leg up",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review preserved this as a two-sample posture source pool. Do not promote until a larger matched camera subset exists.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 2 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The leg-up posture cue is useful, but two samples are too thin for a selected normal-camera route."
+      }
+    },
+    {
+      "key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+      "family": "reverse_cowgirl",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "reverse cowgirl -pretzel"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "reverse_cowgirl",
+      "canonical_geometry": "Reverse-cowgirl pretzel source pool: two references preserve a compact pretzel-like posture cue, but the folder is too thin and posture-specific for a pre-A/B camera route.",
+      "prompt_cues": [
+        "reverse-cowgirl pretzel source pool",
+        "compact folded-leg posture evidence",
+        "select exact camera sample before testing",
+        "keep pose ownership readable"
+      ],
+      "avoid_cues": [
+        "using the folder as a locked camera preset",
+        "POV reverse-cowgirl wording",
+        "mixing pretzel posture with generic reverse-cowgirl cues",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "reverse cowgirl -pretzel/0007.jpg",
+        "reverse cowgirl -pretzel/617.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "reverse cowgirl",
+          "pretzel",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review preserved this as a two-sample posture source pool. Do not promote until a larger matched camera subset exists.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 2 JPGs across atlas_folders plus representative references.",
+        "decision": "added_mixed_folder_pool",
+        "notes": "The pretzel-like posture cue is useful, but two samples are too thin for a selected normal-camera route."
+      }
+    },
+    {
+      "key": "normal_fist_mixed_camera_folder_pool",
+      "family": "manual_or_toy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "fist"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Single-reference manual-contact source pool: the folder has one reviewed sample, so it is coverage evidence only and not a normal-camera route.",
+      "prompt_cues": [
+        "single-reference manual-contact source pool",
+        "preserve as review evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using a single image as a locked camera preset",
+        "POV manual-contact wording",
+        "testing before adding more matched samples",
+        "assuming a stable camera family"
+      ],
+      "reference_images": [
+        "fist/337.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "fist",
+          "manual contact",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found only one reference. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route; keep only as review evidence."
+      }
+    },
+    {
+      "key": "normal_anal_cowgirl_single_reference_pool",
+      "family": "cowgirl",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anal cowgirl"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "cowgirl",
+      "canonical_geometry": "Single-reference anal cowgirl source pool: one reviewed third-person sample preserves the action cue but cannot define a stable normal-camera route.",
+      "prompt_cues": [
+        "single-reference anal cowgirl source pool",
+        "preserve as review evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked camera preset",
+        "POV cowgirl wording",
+        "assuming a stable camera family",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "anal cowgirl/49.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal cowgirl",
+          "single reference",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_anal_doggy_side_view_single_reference_pool",
+      "family": "doggy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anal doggy - side view"
+      ],
+      "camera_view": "side_view",
+      "action_family": "doggy",
+      "canonical_geometry": "Single-reference anal doggy side-view source pool: one reviewed side-view sample preserves the label but remains too thin for a prompt-ready route.",
+      "prompt_cues": [
+        "single-reference anal doggy side-view source pool",
+        "preserve side-view evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked side-view preset",
+        "POV doggy wording",
+        "assuming route stability from the folder label",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "anal doggy - side view/16.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal doggy",
+          "side view",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review confirmed one side-view sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "The label is plausible, but one image is not enough for a stable route."
+      }
+    },
+    {
+      "key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+      "family": "doggy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anal fuck from behind laying - back view - 3-4 angle"
+      ],
+      "camera_view": "back_three_quarter",
+      "action_family": "doggy",
+      "canonical_geometry": "Single-reference laying rear three-quarter anal source pool: one reviewed sample preserves the back three-quarter cue but remains coverage only.",
+      "prompt_cues": [
+        "single-reference laying rear three-quarter source pool",
+        "preserve back three-quarter evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked back three-quarter preset",
+        "POV wording",
+        "mixing with generic doggy routes without review",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "anal fuck from behind laying - back view - 3-4 angle/14.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal laying",
+          "back three-quarter",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one rear three-quarter sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single back three-quarter sample cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_anal_reverse_congress_single_reference_pool",
+      "family": "reverse_congress",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anal reverse congress"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "reverse_congress",
+      "canonical_geometry": "Single-reference anal reverse-congress source pool: one reviewed sample preserves the posture/action cue but cannot define a selected normal-camera route.",
+      "prompt_cues": [
+        "single-reference anal reverse-congress source pool",
+        "preserve posture evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked camera preset",
+        "POV reverse-congress wording",
+        "assuming route stability",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "anal reverse congress/160.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anal reverse congress",
+          "single reference",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_anus_licking_single_reference_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "anus lickiing"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Single-reference anal oral-contact source pool: one reviewed sample preserves the action cue but remains coverage only.",
+      "prompt_cues": [
+        "single-reference anal oral-contact source pool",
+        "preserve oral-contact evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked camera preset",
+        "POV oral wording",
+        "assuming stable camera geometry",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "anus lickiing/0004.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "anus licking",
+          "single reference",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+      "family": "blowjob",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "blowjob laying - back view - 3-4 angle"
+      ],
+      "camera_view": "back_three_quarter",
+      "action_family": "blowjob",
+      "canonical_geometry": "Single-reference laying oral-contact back three-quarter source pool: one reviewed sample preserves the rear-offset cue but remains too thin for a prompt-ready route.",
+      "prompt_cues": [
+        "single-reference laying back three-quarter oral source pool",
+        "preserve rear-offset evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked back three-quarter preset",
+        "POV oral wording",
+        "mixing with front oral routes without review",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "blowjob laying - back view - 3-4 angle/14.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "blowjob laying",
+          "back three-quarter",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one rear-offset sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_doggy_press_back_side_single_reference_pool",
+      "family": "doggy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "doggy press - back side"
+      ],
+      "camera_view": "back_view",
+      "action_family": "doggy",
+      "canonical_geometry": "Single-reference doggy-press back-side source pool: one reviewed rear/back sample preserves the posture cue but remains coverage only.",
+      "prompt_cues": [
+        "single-reference doggy-press back-side source pool",
+        "preserve rear posture evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked back-view preset",
+        "POV doggy wording",
+        "assuming stable posture family",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "doggy press - back side/0011.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "doggy press",
+          "back side",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one rear/back sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_face_sitting_front_view_single_reference_pool",
+      "family": "face_sitting",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "face sitting - front view"
+      ],
+      "camera_view": "front_view",
+      "action_family": "face_sitting",
+      "canonical_geometry": "Single-reference face-sitting front-view source pool: one reviewed front sample preserves the label but remains too thin for a selected route.",
+      "prompt_cues": [
+        "single-reference face-sitting front-view source pool",
+        "preserve front-view evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked front-view preset",
+        "POV face-sitting wording",
+        "mixing with broader face-sitting pool without review",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "face sitting - front view/56.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "face sitting",
+          "front view",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one front-view sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "The label is plausible, but one image is not enough for a stable route."
+      }
+    },
+    {
+      "key": "normal_handjob_standing_low_angle_single_reference_pool",
+      "family": "manual_or_toy",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "handjob - standing -low angle"
+      ],
+      "camera_view": "low_angle",
+      "action_family": "manual_or_toy",
+      "canonical_geometry": "Single-reference standing manual-contact low-angle source pool: one reviewed low-angle sample preserves the label but remains coverage only.",
+      "prompt_cues": [
+        "single-reference standing low-angle manual-contact source pool",
+        "preserve low-angle evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked low-angle preset",
+        "POV manual-contact wording",
+        "assuming stable camera geometry",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "handjob - standing -low angle/552.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "handjob",
+          "standing low angle",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one low-angle sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "The low-angle label is plausible, but one image is not enough for a stable route."
+      }
+    },
+    {
+      "key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "pussy licking leg up - back view - 3-4 angle"
+      ],
+      "camera_view": "back_three_quarter",
+      "action_family": "oral_other",
+      "canonical_geometry": "Single-reference leg-up oral-contact back three-quarter source pool: one reviewed sample preserves the label but remains coverage only.",
+      "prompt_cues": [
+        "single-reference leg-up back three-quarter oral source pool",
+        "preserve rear-offset posture evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked back three-quarter preset",
+        "POV oral wording",
+        "assuming stable route geometry",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "pussy licking leg up - back view - 3-4 angle/0009.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "pussy licking",
+          "leg up back three-quarter",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one rear-offset leg-up sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "The label is plausible, but one image is not enough for a stable route."
+      }
+    },
+    {
+      "key": "normal_pussy_licking_standing_woman_single_reference_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "pussy licking standing woman"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Single-reference standing-woman oral-contact source pool: one reviewed sample preserves the posture cue but remains coverage only.",
+      "prompt_cues": [
+        "single-reference standing-woman oral-contact source pool",
+        "preserve posture evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked camera preset",
+        "POV oral wording",
+        "assuming stable standing route",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "pussy licking standing woman/13.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "pussy licking",
+          "standing woman",
+          "single reference"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
+    {
+      "key": "normal_under_desk_single_reference_pool",
+      "family": "oral_other",
+      "status": "needs_samples",
+      "atlas_folders": [
+        "under desk"
+      ],
+      "camera_view": "mixed_or_unspecified",
+      "action_family": "oral_other",
+      "canonical_geometry": "Single-reference under-desk oral-contact source pool: one reviewed sample preserves the under-desk context cue but remains coverage only.",
+      "prompt_cues": [
+        "single-reference under-desk source pool",
+        "preserve under-desk context evidence",
+        "add matched samples before testing",
+        "keep third-person framing requirement"
+      ],
+      "avoid_cues": [
+        "using one image as a locked camera preset",
+        "POV under-desk wording",
+        "assuming stable camera geometry",
+        "testing before adding more matched samples"
+      ],
+      "reference_images": [
+        "under desk/347.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "under desk",
+          "single reference",
+          "source pool"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Contact-sheet review found one contextual sample. Keep as needs_samples coverage and do not queue for pre-A/B testing.",
+      "folder_pool": true,
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Full-folder contact sheet covering 1 JPG across atlas_folders plus representative references.",
+        "decision": "added_single_reference_pool",
+        "notes": "A single image cannot define a stable normal-camera route."
+      }
+    },
     {
       "key": "normal_display_rear_body_view_folder_pool",
       "family": "display",
@@ -3115,6 +4854,66 @@
       },
       "pre_ab_notes": "Created from reviewed rear/back-facing references inside a broad rear-display source folder; use as the precise rear body-display route."
     },
+    {
+      "key": "normal_display_rear_body_standing_back_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_rear_body_view_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains broad; this variant is defined by repeated upright standing back-view references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "woman solo showing her hass - back view"
+      ],
+      "camera_view": "back_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed standing solo rear body-display normal-camera subset: the subject stands upright with back or rear three-quarter side toward camera, rear body remains the primary composition, and the full standing posture stays readable in third-person framing.",
+      "prompt_cues": [
+        "reviewed standing rear body-display normal camera view",
+        "subject stands upright with back toward camera",
+        "rear body closest to camera",
+        "full standing solo display posture"
+      ],
+      "avoid_cues": [
+        "POV body inspection wording",
+        "seated rear-display wording",
+        "kneeling rear-display wording",
+        "front-facing portrait wording",
+        "partner-contact wording"
+      ],
+      "reference_images": [
+        "woman solo showing her hass - back view/0002.jpg",
+        "woman solo showing her hass - back view/0006.jpg",
+        "woman solo showing her hass - back view/0006_3.jpg",
+        "woman solo showing her hass - back view/0007_2.jpg",
+        "woman solo showing her hass - back view/173.jpg",
+        "woman solo showing her hass - back view/197.jpg",
+        "woman solo showing her hass - back view/230.jpg",
+        "woman solo showing her hass - back view/235.jpg",
+        "woman solo showing her hass - back view/287.jpg",
+        "woman solo showing her hass - back view/293.jpg",
+        "woman solo showing her hass - back view/300.jpg",
+        "woman solo showing her hass - back view/321.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "display",
+          "rear body",
+          "standing back view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated upright standing rear-body display family found during residual contact-sheet review of the broad 99-image source folder. It stays separate from the broader rear-body route and from seated, kneeling, side-leaning, and close-crop examples.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected standing back-view subset from residual contact sheets covering the unselected rear-body display images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Standing rear-body display repeats across the residual folder with stable upright posture and non-POV third-person framing."
+      }
+    },
     {
       "key": "normal_display_rear_exposed_body_folder_pool",
       "family": "display",
@@ -3140,6 +4939,7 @@
       ],
       "reference_images": [
         "woman ass exposed/40.jpg",
+        "woman ass exposed/49.jpg",
         "woman ass exposed/52.jpg",
         "woman ass exposed/58.jpg"
       ],
@@ -3151,7 +4951,7 @@
         ],
         "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
       },
-      "pre_ab_notes": "Visual review confirmed this as a thin mixed rear-display pool; keep needs_samples.",
+      "pre_ab_notes": "Visual review confirmed this as a thin mixed rear-display pool; keep needs_samples. The reviewed source-pool references now include all four folder images.",
       "folder_pool": true,
       "visual_review": {
         "reviewed_at": "2026-06-29",
@@ -3249,6 +5049,182 @@
         "notes": "The folder is mostly front/open display material but too mixed in crop and camera height for a locked route."
       }
     },
+    {
+      "key": "normal_display_front_open_leg_front_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_front_open_leg_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated wider front-view references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "camera_view": "front_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed front open-leg display normal-camera subset from the mixed source pool: the subject faces the camera, the open-leg display reads frontally, and enough body or room context remains visible to separate it from tight low-close crops.",
+      "prompt_cues": [
+        "reviewed open-leg display front-view normal camera",
+        "subject faces the camera",
+        "front display pose readable",
+        "body and room context remain visible"
+      ],
+      "avoid_cues": [
+        "POV spread wording",
+        "tight low-close crop wording",
+        "side-offset display wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "pussy spread/0002_3.jpg",
+        "pussy spread/0003_4.jpg",
+        "pussy spread/0012.jpg",
+        "pussy spread/0015.jpg",
+        "pussy spread/0017.jpg",
+        "pussy spread/80.jpg",
+        "pussy spread/130.jpg",
+        "pussy spread/153.jpg",
+        "pussy spread/296.jpg",
+        "pussy spread/297.jpg",
+        "pussy spread/328.jpg",
+        "pussy spread/367.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "open-leg display",
+          "front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated wider front-view display family found during paged contact-sheet review of the 100-image mixed source folder. Tight low-close crops and side-offset frames remain separate.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected front-view subset from paged contact sheets covering 100 JPGs in the mixed source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Camera-facing front display repeats across the folder with enough body and room context to support a first wording test."
+      }
+    },
+    {
+      "key": "normal_display_front_open_leg_low_close",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_front_open_leg_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated low-close front-view references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "camera_view": "front_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed low-close front open-leg display normal-camera subset from the mixed source pool: the camera is front-facing and close enough that the foreground body plane dominates while the subject remains visible in normal third-person framing.",
+      "prompt_cues": [
+        "reviewed low-close open-leg display front-view normal camera",
+        "front-facing close composition",
+        "foreground body plane dominates the frame",
+        "subject remains visible above the foreground plane"
+      ],
+      "avoid_cues": [
+        "POV spread wording",
+        "wider room-context front-view wording",
+        "side-offset display wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "pussy spread/1.jpg",
+        "pussy spread/1_2.jpg",
+        "pussy spread/0003.jpg",
+        "pussy spread/0003_2.jpg",
+        "pussy spread/0003_3.jpg",
+        "pussy spread/0010_2.jpg",
+        "pussy spread/0016.jpg",
+        "pussy spread/0016_2.jpg",
+        "pussy spread/41.jpg",
+        "pussy spread/201.jpg",
+        "pussy spread/217_2.jpg",
+        "pussy spread/223.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "open-leg display",
+          "front view",
+          "low close"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated low-close front-view display family found during paged contact-sheet review of the 100-image mixed source folder. It stays separate from wider room-context display frames.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected low-close front-view subset from paged contact sheets covering 100 JPGs in the mixed source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Low-close front display repeats across the folder with stable foreground body-plane dominance and non-POV framing."
+      }
+    },
+    {
+      "key": "normal_display_front_open_leg_side_offset_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_front_open_leg_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated side-offset seated or reclined references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "pussy spread"
+      ],
+      "camera_view": "side_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed side-offset front open-leg display normal-camera subset from the mixed source pool: the subject sits or reclines at an oblique angle, the open-leg display reads from a lateral offset, and torso plus leg line angle across the frame in third-person composition.",
+      "prompt_cues": [
+        "reviewed side-offset open-leg display normal camera",
+        "subject sits or reclines at an oblique angle",
+        "open-leg display reads from a lateral offset",
+        "torso and leg line angle across the frame"
+      ],
+      "avoid_cues": [
+        "POV spread wording",
+        "straight front-view display wording",
+        "low-close foreground-dominant crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "pussy spread/0007.jpg",
+        "pussy spread/0008.jpg",
+        "pussy spread/73.jpg",
+        "pussy spread/121.jpg",
+        "pussy spread/134.jpg",
+        "pussy spread/154_3.jpg",
+        "pussy spread/163.jpg",
+        "pussy spread/175.jpg",
+        "pussy spread/256.jpg",
+        "pussy spread/308.jpg",
+        "pussy spread/311.jpg",
+        "pussy spread/368.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "open-leg display",
+          "side view",
+          "side offset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated side-offset seated or reclined display family found during residual contact-sheet review of the 100-image mixed source folder. It stays separate from straight front-view and low-close display frames.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected side-offset subset from residual contact sheets covering the unselected pussy-spread images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Side-offset open-leg display repeats across the residual folder with stable oblique body orientation and non-POV third-person framing."
+      }
+    },
     {
       "key": "normal_display_breasts_exposed_mixed_camera_folder_pool",
       "family": "display",
@@ -3293,6 +5269,242 @@
         "notes": "The folder is broad display coverage, not a precise camera variant."
       }
     },
+    {
+      "key": "normal_display_breasts_exposed_front_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_breasts_exposed_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated camera-facing references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "camera_view": "front_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera, the upper torso and full body remain readable, and the frame uses normal third-person display composition.",
+      "prompt_cues": [
+        "reviewed torso-display front-view normal camera",
+        "subject faces the camera",
+        "upper torso and full body remain readable",
+        "camera-facing display posture"
+      ],
+      "avoid_cues": [
+        "POV touch wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_3.jpg",
+        "breasts exposed/0006.jpg",
+        "breasts exposed/0008_2.jpg",
+        "breasts exposed/0011_2.jpg",
+        "breasts exposed/141.jpg",
+        "breasts exposed/181.jpg",
+        "breasts exposed/263.jpg",
+        "breasts exposed/302.jpg",
+        "breasts exposed/327.jpg",
+        "breasts exposed/346.jpg",
+        "breasts exposed/594_2.jpg",
+        "breasts exposed/624.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "display",
+          "breasts exposed",
+          "front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated camera-facing full-body display family found during paged contact-sheet review of the 168-image mixed breasts-exposed source folder. The source pool remains needs_samples for seated, side-offset, close-crop, and other mixed display families.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected front-view subset from paged contact sheets covering 168 JPGs in the mixed breasts-exposed source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Camera-facing torso-display framing repeats across the folder with stable full-body or near-full-body normal-camera composition."
+      }
+    },
+    {
+      "key": "normal_display_breasts_exposed_side_offset_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_breasts_exposed_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated side-offset references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "camera_view": "side_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed display side-offset normal-camera subset from the broad breasts-exposed source pool: the subject turns laterally, the side torso outline is readable, and the frame remains normal third-person display composition.",
+      "prompt_cues": [
+        "reviewed torso-display side-offset normal camera",
+        "body turned laterally",
+        "side torso outline readable",
+        "profile display pose"
+      ],
+      "avoid_cues": [
+        "POV touch wording",
+        "pure camera-facing display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "breasts exposed/83.jpg",
+        "breasts exposed/196.jpg",
+        "breasts exposed/235.jpg",
+        "breasts exposed/267.jpg",
+        "breasts exposed/271.jpg",
+        "breasts exposed/305.jpg",
+        "breasts exposed/353.jpg",
+        "breasts exposed/373.jpg",
+        "breasts exposed/590.jpg",
+        "breasts exposed/590_2.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "display",
+          "breasts exposed",
+          "side view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated side-offset display family found during paged contact-sheet review of the 168-image mixed breasts-exposed source folder. It stays separate from the camera-facing front-view subset and from tight crop display examples.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected side-offset subset from paged contact sheets covering 168 JPGs in the mixed breasts-exposed source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Side-offset torso-display framing repeats across the folder with stable lateral body orientation and normal-camera composition."
+      }
+    },
+    {
+      "key": "normal_display_breasts_exposed_standing_front_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_breasts_exposed_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated upright standing front-view references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "camera_view": "front_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed standing display front-view normal-camera subset from the broad breasts-exposed source pool: the subject stands upright facing the camera, the torso and legs remain readable, and the frame preserves normal third-person display composition.",
+      "prompt_cues": [
+        "reviewed standing torso-display front-view normal camera",
+        "subject stands upright facing the camera",
+        "torso and legs remain readable",
+        "front-facing standing display posture"
+      ],
+      "avoid_cues": [
+        "POV touch wording",
+        "seated or kneeling display wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "breasts exposed/0002_2.jpg",
+        "breasts exposed/0003.jpg",
+        "breasts exposed/49.jpg",
+        "breasts exposed/138.jpg",
+        "breasts exposed/155.jpg",
+        "breasts exposed/169.jpg",
+        "breasts exposed/190.jpg",
+        "breasts exposed/230.jpg",
+        "breasts exposed/242.jpg",
+        "breasts exposed/302_2.jpg",
+        "breasts exposed/332.jpg",
+        "breasts exposed/368.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "display",
+          "breasts exposed",
+          "standing front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated upright standing front-view display family found during residual contact-sheet review of the 168-image mixed breasts-exposed source folder. It stays separate from the broader front-view subset, side-offset frames, seated examples, and tight upper-body crops.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected standing front-view subset from residual contact sheets covering the unselected breasts-exposed images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Standing front display repeats across the residual folder with stable upright posture, readable lower-body context, and normal-camera composition."
+      }
+    },
+    {
+      "key": "normal_display_breasts_exposed_seated_kneeling_front_view",
+      "family": "display",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_display_breasts_exposed_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated seated and kneeling front-view references selected from the residual contact-sheet review."
+      },
+      "atlas_folders": [
+        "breasts exposed"
+      ],
+      "camera_view": "front_view",
+      "action_family": "display",
+      "canonical_geometry": "Reviewed seated/kneeling display front-view normal-camera subset from the broad breasts-exposed source pool: the subject faces the camera from a seated or kneeling posture, the torso and lower-body placement remain readable, and the frame preserves normal third-person display composition.",
+      "prompt_cues": [
+        "reviewed seated-kneeling torso-display front-view normal camera",
+        "subject faces the camera from a seated posture",
+        "kneeling posture remains readable",
+        "front-facing seated display posture"
+      ],
+      "avoid_cues": [
+        "POV touch wording",
+        "standing display wording",
+        "side-offset display wording",
+        "tight upper-body crop wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "breasts exposed/0001_2.jpg",
+        "breasts exposed/0007_2.jpg",
+        "breasts exposed/101_2.jpg",
+        "breasts exposed/154.jpg",
+        "breasts exposed/165.jpg",
+        "breasts exposed/173.jpg",
+        "breasts exposed/259.jpg",
+        "breasts exposed/285.jpg",
+        "breasts exposed/293.jpg",
+        "breasts exposed/322.jpg",
+        "breasts exposed/328.jpg",
+        "breasts exposed/523.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "display",
+          "breasts exposed",
+          "seated kneeling front view"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated seated/kneeling front-view display family found during residual contact-sheet review of the 168-image mixed breasts-exposed source folder. It stays separate from standing front-view, side-offset, couple/action, and tight upper-body crop examples.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected seated/kneeling front-view subset from residual contact sheets covering the unselected breasts-exposed images.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Seated and kneeling front display repeats across the residual folder with stable front-facing posture, readable lower-body context, and normal-camera composition."
+      }
+    },
     {
       "key": "normal_standing_from_front_side_view",
       "family": "standing_penetration",
@@ -3768,6 +5980,66 @@
         "notes": "The action family is coherent, but camera and posture vary too much for a locked route."
       }
     },
+    {
+      "key": "normal_couple_kissing_upright_side_profile",
+      "family": "couple",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_couple_kissing_mixed_camera_folder_pool",
+      "subset_selection": {
+        "type": "review_selected_reference_images",
+        "selection_date": "2026-07-02",
+        "source_folder_note": "Source folder remains mixed; this variant is defined by repeated upright side-profile references selected from the paged contact sheet."
+      },
+      "atlas_folders": [
+        "couple kissing"
+      ],
+      "camera_view": "side_view",
+      "action_family": "couple",
+      "canonical_geometry": "Reviewed couple-kissing upright side-profile normal-camera subset from the mixed source pool: two subjects face each other laterally, the kissing contact is centered between their faces, and both bodies remain visible enough to preserve third-person camera geometry.",
+      "prompt_cues": [
+        "reviewed couple kissing upright side-profile normal camera",
+        "two subjects face each other in lateral profile",
+        "kissing contact centered between their faces",
+        "both bodies visible in third-person framing"
+      ],
+      "avoid_cues": [
+        "POV kissing wording",
+        "front-facing couple portrait wording",
+        "bed or seated crop wording",
+        "tight face close-up wording",
+        "using the full mixed folder as one route"
+      ],
+      "reference_images": [
+        "couple kissing/0001_2.jpg",
+        "couple kissing/0003.jpg",
+        "couple kissing/0005_2.jpg",
+        "couple kissing/16.jpg",
+        "couple kissing/159.jpg",
+        "couple kissing/247.jpg",
+        "couple kissing/247_2.jpg",
+        "couple kissing/253.jpg",
+        "couple kissing/253_2.jpg",
+        "couple kissing/322.jpg",
+        "couple kissing/354.jpg",
+        "couple kissing/379.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "couple kissing",
+          "side profile",
+          "upright"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Created from a repeated upright side-profile kissing family found during paged contact-sheet review of the 88-image mixed couple-kissing source folder. Seated, bed, close-crop, and front-facing examples stay in the mixed source pool.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected upright side-profile subset from paged contact sheets covering 88 JPGs in the mixed couple-kissing source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "Upright lateral couple-kissing framing repeats across the folder with clear third-person camera geometry and both subjects visible."
+      }
+    },
     {
       "key": "normal_piledriver_mixed_camera_folder_pool",
       "family": "piledriver_or_pretzel",
@@ -3812,6 +6084,63 @@
         "notes": "The pose/action is coherent, but the camera is mixed and should be narrowed before A/B."
       }
     },
+    {
+      "key": "normal_piledriver_high_front_down_view",
+      "family": "piledriver_or_pretzel",
+      "status": "pre_ab_candidate",
+      "source_variant": "normal_piledriver_mixed_camera_folder_pool",
+      "atlas_folders": [
+        "piledriver"
+      ],
+      "camera_view": "top_down_or_high_angle",
+      "action_family": "piledriver_or_pretzel",
+      "canonical_geometry": "Selected piledriver high front-down normal-camera view where the folded body stays readable below the partner from a high third-person camera.",
+      "prompt_cues": [
+        "piledriver high front-down normal camera view",
+        "folded body visible below the partner",
+        "legs folded high around the torso",
+        "third-person camera looking down at the compact stacked pose"
+      ],
+      "avoid_cues": [
+        "POV folded-leg wording",
+        "tight genital-only crop",
+        "using the entire mixed piledriver folder as one camera angle",
+        "pretzel pose wording"
+      ],
+      "reference_images": [
+        "piledriver/0002.jpg",
+        "piledriver/0004_2.jpg",
+        "piledriver/0005.jpg",
+        "piledriver/0006_2.jpg",
+        "piledriver/0009.jpg",
+        "piledriver/0009_2.jpg",
+        "piledriver/0012.jpg",
+        "piledriver/0013.jpg",
+        "piledriver/282.jpg",
+        "piledriver/317.jpg",
+        "piledriver/317_2.jpg",
+        "piledriver/318.jpg",
+        "piledriver/319.jpg",
+        "piledriver/494_2.jpg",
+        "piledriver/538.jpg"
+      ],
+      "generator_hook": {
+        "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+        "route_terms": [
+          "piledriver",
+          "high front down",
+          "selected reference subset"
+        ],
+        "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+      },
+      "pre_ab_notes": "Promoted from residual contact-sheet review of the 27-image piledriver source pool. Tight top crops, side drifts, and mixed/near-POV examples remain in the folder pool.",
+      "visual_review": {
+        "reviewed_at": "2026-07-02",
+        "scope": "Selected 15-image high/front-down subset from residual contact-sheet review of the mixed piledriver source folder.",
+        "decision": "promoted_selected_reference_subvariant",
+        "notes": "The selected subset repeats a high third-person camera over the compact folded pose with body context preserved."
+      }
+    },
     {
       "key": "normal_pretzel_mixed_camera_folder_pool",
       "family": "piledriver_or_pretzel",
diff --git a/docs/normal-camera-atlas.md b/docs/normal-camera-atlas.md
index 9b22f8a..52f9c70 100644
--- a/docs/normal-camera-atlas.md
+++ b/docs/normal-camera-atlas.md
@@ -104,12 +104,12 @@ Current variant inventory:
 
 | Metric | Count |
 | --- | ---: |
-| Curated variants | 86 |
-| Pre-A/B candidates | 35 |
-| Needs samples | 51 |
+| Curated variants | 131 |
+| Pre-A/B candidates | 55 |
+| Needs samples | 76 |
 | Hold | 0 |
-| Covered non-empty source folders | 76 |
-| Uncovered non-empty source folders | 25 |
+| Covered non-empty source folders | 101 |
+| Uncovered non-empty source folders | 0 |
 
 Catalog review notes:
 
@@ -155,11 +155,291 @@ Catalog review notes:
   609, 608, 0011, 0006, and 0002_2 were split out as
   `normal_penis_worship_laying_partner_vertical_side_view`. These remain
   `needs_samples` until the folder is more fully sorted by camera orientation.
+- 2026-07-02 penis-worship residual review: generated review artifacts now
+  preserve the foreground-close source-pool anchor plus the existing top,
+  side, and laying-partner side-view anchors. The 29 unselected images remain
+  mixed across foreground-heavy, front, and near-POV framing, so no additional
+  references or prompt-ready subvariant were promoted.
+- 2026-07-02 reverse-cowgirl unused-pool tranche: the uncovered
+  `reverse cowgirl` folder with 240 JPGs was added as
+  `normal_reverse_cowgirl_mixed_camera_folder_pool`. It is a no-generation
+  cue-expansion pool, not a prompt-ready route; selected-reference subvariants
+  should be added only after paged contact-sheet evidence shows repeated
+  non-POV camera geometry. The first promoted selected-reference splits are
+  `normal_reverse_cowgirl_front_view`, a 12-image front-view subset,
+  `normal_reverse_cowgirl_front_three_quarter`, a 12-image front-offset subset,
+  and `normal_reverse_cowgirl_low_close_front_view`, a 12-image low-close
+  front-view subset from the paged and residual contact-sheet review.
+- 2026-07-02 doggy all-fours rear three-quarter expansion: residual
+  contact-sheet review of `doggy on all four - back view - 3-4 angle` expanded
+  `normal_doggy_all_fours_back_three_quarter` from 3 to 15 reviewed references.
+  The route key and prompt cues remain stable; low, front-drifting, and
+  tight-crop outliers remain outside the selected subset.
+- 2026-07-02 doggy all-fours side-view residual review: residual contact-sheet
+  review of `doggy on all four - side view` kept
+  `normal_doggy_all_fours_side_view` at its existing 14 reviewed references.
+  Remaining images mix standing, bed, chair, close, and front-drifting frames,
+  so no additional references were promoted in this pass.
+- 2026-07-02 doggy all-fours front-view expansion: residual contact-sheet
+  review of `doggy all four - front view` expanded
+  `normal_doggy_all_fours_front_view` from 3 to 15 reviewed references. The
+  selected subset keeps front-facing all-fours framing with face and forearms
+  readable; side-drifting, seated, tight-close, and vertical-crop outliers
+  remain outside the route.
+- 2026-07-02 doggy generic front-view expansion: residual contact-sheet review
+  of the duplicate trailing-space `doggy - front view ` folder expanded
+  `normal_doggy_generic_front_view` from 6 to 15 reviewed references. The route
+  remains grouped with the non-trailing duplicate folder, and one weak top/down
+  close crop remains outside the selected subset.
+- 2026-07-02 piledriver selected split: residual contact-sheet review of
+  `piledriver` preserved `normal_piledriver_mixed_camera_folder_pool` as a
+  `needs_samples` source pool and promoted
+  `normal_piledriver_high_front_down_view` as a 15-image high/front-down
+  selected-reference subvariant. Tight top crops, side drifts, and mixed
+  examples remain outside the selected route.
+- 2026-07-02 blowjob laying front-view expansion: residual contact-sheet review
+  of `blowjob - laying - front view` expanded
+  `normal_blowjob_laying_front_view` from 3 to 15 reviewed references. The
+  selected subset keeps front-facing laying oral-contact geometry; side-drifting,
+  wide couch/bed, and weak close-crop examples remain outside the route.
+- 2026-07-02 breast-contact front-view expansion: residual contact-sheet review
+  of `breast - touching - front view` expanded
+  `normal_breast_contact_front_view` from 3 to 15 reviewed references. The
+  selected subset keeps front-facing body-contact geometry while side-drifting,
+  costume/standing outliers, and weak-contact crops remain outside the route.
+- 2026-07-02 reverse-congress front-view expansion: residual contact-sheet
+  review of `reverse congress - front view` expanded
+  `normal_reverse_congress_front_view` from 3 to 15 reviewed references. The
+  selected subset keeps lifted/front-facing stacked-body geometry while tight
+  low crops, side/bed drift, and seated-only outliers remain outside the route.
+- 2026-07-02 boobjob selected split: residual contact-sheet review of `boobjob`
+  preserved `normal_boobjob_front_close_mixed_camera_folder_pool` as a
+  `needs_samples` source pool and promoted
+  `normal_boobjob_front_close_view` as a 12-image front-close
+  selected-reference subvariant. Side, standing, foreground-heavy, and
+  downward/crop-drifting outliers remain outside the route.
+- 2026-07-02 fingering selected split: contact-sheet review of `fingering`
+  added `normal_fingering_mixed_camera_folder_pool` as a `needs_samples` source
+  pool and promoted `normal_fingering_reclined_front_view` as a 10-image
+  reclined front-view selected-reference subvariant. Upright chair, standing,
+  side, and stronger oral-adjacent outliers remain outside the route.
+- 2026-07-02 wand selected split: contact-sheet review of `wand` added
+  `normal_wand_mixed_camera_folder_pool` as a `needs_samples` source pool and
+  promoted `normal_wand_front_close_view` as a 7-image front-close
+  selected-reference subvariant. Side, portrait-close, and wider posture
+  outliers remain outside the route.
+- 2026-07-02 ballsucking standing selected split: contact-sheet review of
+  `ballsucking - standing` preserved
+  `normal_ballsucking_standing_partner_mixed_camera_folder_pool` as a
+  `needs_samples` source pool and promoted
+  `normal_ballsucking_standing_low_side_view` as an 11-image low side/near-side
+  selected-reference subvariant. The water-close outlier remains outside the
+  route.
+- 2026-07-02 face-sitting source-pool review: contact-sheet review of
+  `face sitting` added `normal_face_sitting_mixed_camera_folder_pool` as a
+  4-image `needs_samples` source pool. Three front/near-front samples and one
+  rear/back-view outlier are preserved as review evidence; no pre-A/B route was
+  promoted.
+- 2026-07-02 pussy-licking back-view source-pool review: contact-sheet review
+  of `pussy licking - backv iew` added
+  `normal_pussy_licking_backview_mixed_camera_folder_pool` as a 3-image
+  `needs_samples` source pool. The folder label is not promoted as prompt truth:
+  samples read as elevated front or high-oblique third-person references, so no
+  pre-A/B route was promoted.
+- 2026-07-02 removing-pants source-pool review: contact-sheet review of
+  `removing pants` added `normal_removing_pants_mixed_camera_folder_pool` as a
+  3-image `needs_samples` source pool. The samples are close, near-duplicate,
+  and foreground-heavy, so they remain action evidence rather than a promoted
+  camera route.
+- 2026-07-02 thin-folder source-pool batch: contact-sheet review added
+  `normal_rimjob_mixed_camera_folder_pool`,
+  `normal_footjob_mixed_camera_folder_pool`,
+  `normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool`,
+  `normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool`, and
+  `normal_fist_mixed_camera_folder_pool` as `needs_samples` coverage pools.
+  Each folder has only one to three samples, so no pre-A/B camera route was
+  promoted.
+- 2026-07-02 final single-reference coverage batch: contact-sheet review added
+  coverage-only `needs_samples` pools for the remaining 12 one-image folders,
+  including thin anal, oral, doggy, face-sitting, handjob, and under-desk
+  references. This brings all non-empty source folders into the reviewed
+  variant catalog without promoting any single-image folder to pre-A/B.
+- 2026-07-02 covered mixed-pool artifact pass: review manifests/contact sheets
+  were added for the already-cataloged `ballsucking - laying`, `pretzel`, and
+  `woman ass exposed` source pools. `woman ass exposed` now carries all four
+  folder images as `needs_samples` evidence; no pre-A/B route was promoted.
+- 2026-07-02 sixty-nine selected split: contact-sheet review of `69` added
+  `normal_sixty_nine_mixed_camera_folder_pool` as a `needs_samples` source pool
+  and promoted `normal_sixty_nine_front_close_view` as a 7-image front-close
+  selected-reference subvariant. Side/downward, upright seated, and wider
+  room-context outliers remain outside the route.
+- 2026-07-02 handjob standing side-view residual review: residual contact-sheet
+  review of `handjob standing - side view` kept
+  `normal_handjob_standing_side_profile` at its existing 7 reviewed references.
+  Remaining images mix kneeling, seated, close portrait, near-front, and
+  oral-adjacent frames, so no additional references were promoted in this pass.
+- 2026-07-02 breast-sucking side-view expansion: residual contact-sheet review
+  of `breast sucking - side view` expanded
+  `normal_breast_sucking_side_view` from 3 to 15 reviewed references. The
+  route remains side/near-side rather than strict profile-only; front-only,
+  hand-touch-only, and weak-contact examples remain outside the selected subset.
+- 2026-07-02 standing from-front side-view residual review: residual
+  contact-sheet review of `fuck from front standing - side view` kept
+  `normal_standing_from_front_side_view` at its existing 3 reviewed references.
+  Remaining images include some usable side/near-side frames, but too many drift
+  into suspended/lifted, close-crop, couch, or front-heavy framing for a safe
+  reference expansion.
+- 2026-07-02 standing backside side-view residual review: residual contact-sheet
+  review of `fuck from behind standing - woman backside - side view` kept
+  `normal_doggy_standing_backside_side_view` at its existing 16 reviewed
+  references and preserved the 3-image folder-pool anchor. Remaining images mix
+  lifted, seated, bed/couch, front-drifting, and portrait-like frames, so no
+  additional references or distinct subvariant were promoted.
+- 2026-07-02 generic doggy rear three-quarter expansion: residual contact-sheet
+  review of `doggy - back view - 3-4 angle` expanded
+  `normal_doggy_generic_back_three_quarter` from 3 to 15 reviewed references.
+  The selected subset keeps back-offset normal-camera composition while
+  low/close and laying-drift examples remain outside the route.
+- 2026-07-02 cowgirl side-view expansion: residual contact-sheet review of
+  `cowgirl - side view` expanded `normal_cowgirl_side_profile` from 3 to 15
+  reviewed references. The selected subset keeps lateral straddle composition
+  while front-drifting, rear-drifting, and tight-crop examples remain outside
+  the route.
+- 2026-07-02 anal-random unused-pool tranche: the uncovered `anal random`
+  folder with 99 JPGs was added as
+  `normal_anal_random_mixed_camera_folder_pool`. Paged contact-sheet review
+  promoted `normal_anal_random_front_view` as an 11-image front-view
+  selected-reference split; residual-pool review then promoted
+  `normal_anal_random_back_side_offset_view` as a 12-image rear/side-offset
+  split. It remains `needs_samples` for standing, overhead-like, tight-crop, and
+  other mixed material.
+- 2026-07-02 breasts-exposed selected splits: paged contact-sheet review of the
+  168-image `breasts exposed` source pool promoted
+  `normal_display_breasts_exposed_front_view` and
+  `normal_display_breasts_exposed_side_offset_view`; residual-pool review then
+  promoted `normal_display_breasts_exposed_standing_front_view` as a 12-image
+  upright standing front-view subset and
+  `normal_display_breasts_exposed_seated_kneeling_front_view` as a 12-image
+  seated/kneeling front-view subset. The mixed source pool remains
+  `needs_samples` for close-crop, couple/action, side-drifting, and other
+  display families.
+- 2026-07-02 front open-leg display selected splits: paged contact-sheet review
+  of the 100-image `pussy spread` source pool promoted
+  `normal_display_front_open_leg_front_view` and
+  `normal_display_front_open_leg_low_close`; residual-pool review then promoted
+  `normal_display_front_open_leg_side_offset_view` as a 12-image side-offset
+  seated or reclined subset. The mixed source pool remains `needs_samples` for
+  remaining front, low-close, and one-off crop/camera variants.
+- 2026-07-02 couple-kissing selected split: paged contact-sheet review of the
+  88-image `couple kissing` source pool promoted
+  `normal_couple_kissing_upright_side_profile` as a 12-image upright
+  side-profile subset. Seated, bed, close-crop, and front-facing examples stay
+  in the mixed source pool.
+- 2026-07-02 cowgirl back-three-quarter reference expansion: residual-pool
+  review of the 129-image `cowgirl - back view - 3-4 angle` source folder kept
+  the existing `normal_cowgirl_back_three_quarter` route and expanded it to 15
+  selected references instead of creating a near-duplicate route.
+- 2026-07-02 rear-body display selected split: residual-pool review of the
+  99-image `woman solo showing her hass - back view` source folder promoted
+  `normal_display_rear_body_standing_back_view` as a 12-image upright standing
+  back-view subset. The broad folder pool remains `needs_samples` for seated,
+  kneeling, side-leaning, and close-crop rear examples.
+- 2026-07-02 maintenance phase: prep artifacts now include a dedicated
+  validator, review indexes, per-image manifest annotations, explicit
+  typo/spacing alias metadata, and a separate `needs_samples` acquisition list.
+  These additions do not promote any new route and do not add generated
+  evidence.
 
 Do not add fixed-seed evidence, eval-log IDs, or generator-default decisions to
 this catalog until the normal-camera A/B workflow starts. Keep POV A/B notes in
 the existing POV files.
 
+## No-Generation Prep Artifacts
+
+Prepared dry-run artifacts live under `ab_batches/normal_camera/`:
+
+- `normal_camera_priority_plan.json`: all 55 `pre_ab_candidate` variants in
+  stable catalog order, with representative references and deferred counts for
+  `needs_samples` and `hold`.
+- `normal_camera_prompt_cue_batch.json`: source prompt cues split into
+  prompt-ready positive cues and blocked review-only cues. Option words,
+  negative wording, contrast wording, and instruction-like cleanup text stay out
+  of prompt-ready text.
+- `normal_camera_score_sheet.json`: blank later-generation scoring rows for the
+  selected variants. Rows keep generator seed, sampling seed, image path, score,
+  note, and decision slots empty until fixed-seed generation exists.
+- `normal_camera_acceptance_gates.md`: human-readable scoring gates for later
+  A/B review.
+- `normal_camera_unused_pool_backlog.json`: larger remaining source folders
+  ranked by unselected image count so future tranches can proceed beyond the
+  first reverse-cowgirl unused-pool tranche. Rows include `folder_alias`
+  metadata so typo and spacing fixes remain separate from exact source paths.
+- `normal_camera_needs_samples_acquisition.json` and
+  `normal_camera_needs_samples_acquisition.md`: all 76 `needs_samples` variants
+  sorted by missing reference count against a 12-reference target. This list is
+  for reference acquisition and remains separate from the 55-item pre-A/B
+  priority plan.
+- `review/index.html` and `review/index.md`: no-generation indexes linking all
+  generated review manifests and contact sheets by source folder, canonical
+  alias label, image count, selected-reference count, and residual count.
+- `review/reverse_cowgirl_review_manifest.json`: no-generation review manifest
+  for all 240 JPGs in the uncovered `reverse cowgirl` folder, paged for contact
+  sheet review. Review manifests now include `review_items` for every image:
+  selected references are marked `selected_reference`; remaining images are
+  marked `residual_unassigned` with a conservative exclusion reason until a
+  human assigns a tighter bucket.
+- `review/reverse_cowgirl_contact_sheet.html`: local-image contact sheet for
+  assigning review buckets before any selected-reference subvariant is promoted.
+- `review/breasts_exposed_review_manifest.json` and
+  `review/breasts_exposed_contact_sheet.html`: no-generation review scaffold for
+  the large mixed display source pool.
+- `review/pussy_spread_review_manifest.json` and
+  `review/pussy_spread_contact_sheet.html`: no-generation review scaffold for
+  the large mixed front-display source pool.
+- `review/anal_random_review_manifest.json` and
+  `review/anal_random_contact_sheet.html`: no-generation review scaffold for
+  the uncovered `anal random` source pool.
+- `review/couple_kissing_review_manifest.json` and
+  `review/couple_kissing_contact_sheet.html`: no-generation review scaffold for
+  the large mixed couple-contact source pool.
+- `review/cowgirl_back_view_3_4_angle_review_manifest.json` and
+  `review/cowgirl_back_view_3_4_angle_contact_sheet.html`: no-generation review
+  scaffold for the large rear three-quarter cowgirl source folder.
+- `review/woman_solo_showing_her_hass_back_view_review_manifest.json` and
+  `review/woman_solo_showing_her_hass_back_view_contact_sheet.html`:
+  no-generation review scaffold for the large rear-body display source folder.
+
+Acceptance gates for later fixed-seed review:
+
+- `camera_geometry`: camera angle, elevation, side/front/back orientation, and
+  framing match the atlas family.
+- `pose_ownership`: the visible actors own the pose correctly, with no POV body
+  cues leaking into normal-camera framing.
+- `workspace_continuity`: workspace or lounge details support the camera angle
+  instead of fighting the pose.
+- `clothing_visibility`: clothing cues stay attached to the intended visible
+  subject and only describe garments visible in the pose.
+- `subject_identity`: the same woman identity, face, hair, eyes, and body type
+  remain stable across fixed-seed variants.
+- `body_proportion_control`: penis/body proportions and limb lengths stay
+  plausible for the selected atlas framing.
+- `prompt_noise`: prompt text uses direct visual cues, with option, negative,
+  and instruction-like wording removed from positive text.
+- `atlas_reference_match`: the generated frame can be matched back to the
+  selected atlas references for the variant.
+
+Regenerate these files without sending prompts or images:
+
+```bash
+python -m normal_camera_atlas_prep --write-artifacts --output-dir ab_batches/normal_camera
+```
+
+Validate the catalog and generated artifacts:
+
+```bash
+python tools/normal_camera_atlas_validate.py --artifacts-dir ab_batches/normal_camera
+```
+
 ## Camera Geometry Notes
 
 ### Side View
diff --git a/docs/superpowers/plans/2026-07-02-normal-camera-atlas-maintenance-phases.md b/docs/superpowers/plans/2026-07-02-normal-camera-atlas-maintenance-phases.md
new file mode 100644
index 0000000..a718d60
--- /dev/null
+++ b/docs/superpowers/plans/2026-07-02-normal-camera-atlas-maintenance-phases.md
@@ -0,0 +1,76 @@
+# Normal Camera Atlas Maintenance Phases Implementation Plan
+
+> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.
+
+**Goal:** Add phased maintenance tooling around the no-generation normal-camera atlas: a dedicated validator, review index, richer per-image annotations, folder alias metadata, needs-samples acquisition output, schema checks, and docs/smoke handoff.
+
+**Architecture:** Keep `normal_camera_atlas_prep.py` as the artifact builder and add `tools/normal_camera_atlas_validate.py` as the strict validation CLI. `tools/prompt_smoke.py` should delegate normal-camera artifact invariants to the validator instead of carrying every detail inline. Generated artifacts remain under `ab_batches/normal_camera/`.
+
+**Tech Stack:** Python standard library, JSON catalogs, generated Markdown/HTML review artifacts, existing `tools/prompt_smoke.py` smoke runner.
+
+---
+
+### Task 1: Dedicated Validator
+
+**Files:**
+- Create: `tools/normal_camera_atlas_validate.py`
+- Modify: `tools/prompt_smoke.py`
+
+- [x] Add a validator module that imports `normal_camera_atlas_prep`, reads `categories/normal_camera_variants.json`, verifies catalog schema/counts, folder coverage, no-generation invariants, artifact existence, review manifests/contact sheets, selected-reference consistency, folder alias metadata, and optional JSON schema-style structural checks.
+- [x] Expose `validate_normal_camera_atlas(...) -> list[str]` and a CLI that exits `1` with one error per line when validation fails.
+- [x] Add a narrow prompt-smoke check that calls the validator instead of duplicating all normal-camera artifact details.
+- [x] Verify with `python tools/normal_camera_atlas_validate.py --artifacts-dir ab_batches/normal_camera`.
+
+### Task 2: Review Index
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+- Generated: `ab_batches/normal_camera/review/index.html`
+- Generated: `ab_batches/normal_camera/review/index.md`
+
+- [x] Add `build_review_index(...)` helpers that list every default review folder with source folder, canonical alias, image count, selected subvariant count, status summary, manifest path, and contact-sheet path.
+- [x] Write both HTML and Markdown indexes from `write_artifacts(...)`.
+- [x] Include no-generation language and local artifact links only.
+
+### Task 3: Per-Image Review Annotations
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+
+- [x] Add `review_items` to every review manifest.
+- [x] For selected references, mark `review_decision: selected_reference`, preserve `review_bucket`, `variant_key`, and include selection notes.
+- [x] For residual images, mark `review_decision: residual_unassigned`, `review_bucket: unassigned`, and include a conservative reason such as `outside_selected_subvariants_or_pending_manual_bucket`.
+- [x] Reflect these decisions in contact-sheet figure attributes/captions.
+
+### Task 4: Folder Alias Metadata
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+- Modify: `tools/normal_camera_atlas_validate.py`
+
+- [x] Add explicit alias metadata for typo/spacing variants while preserving exact source folder names.
+- [x] Include alias metadata in review manifests, unused-pool backlog rows, and review indexes.
+- [x] Validate that every known typo/spacing source folder keeps an alias record.
+
+### Task 5: Needs-Samples Acquisition List
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+- Generated: `ab_batches/normal_camera/normal_camera_needs_samples_acquisition.json`
+- Generated: `ab_batches/normal_camera/normal_camera_needs_samples_acquisition.md`
+
+- [x] Build a needs-samples acquisition list from `categories/normal_camera_variants.json`.
+- [x] Sort by missing sample count, then action family, then variant key.
+- [x] Keep it separate from the pre-A/B priority plan.
+
+### Task 6: Docs And Verification
+
+**Files:**
+- Modify: `docs/normal-camera-atlas.md`
+- Modify: `tools/prompt_smoke.py`
+
+- [x] Document the validator, review index, alias metadata, per-image annotations, and acquisition list.
+- [x] Run `python normal_camera_atlas_prep.py --write-artifacts --output-dir ab_batches/normal_camera`.
+- [x] Run `python tools/normal_camera_atlas_validate.py --artifacts-dir ab_batches/normal_camera`.
+- [x] Run `python tools/prompt_smoke.py --case normal_camera_atlas_catalog --case normal_camera_atlas_prep_artifacts --case normal_camera_unused_pool_review_artifacts --quiet`.
+- [x] Run `python -m py_compile normal_camera_atlas_prep.py tools/normal_camera_atlas_validate.py tools/prompt_smoke.py`.
diff --git a/docs/superpowers/plans/2026-07-02-normal-camera-unused-pool-extension.md b/docs/superpowers/plans/2026-07-02-normal-camera-unused-pool-extension.md
new file mode 100644
index 0000000..a77794d
--- /dev/null
+++ b/docs/superpowers/plans/2026-07-02-normal-camera-unused-pool-extension.md
@@ -0,0 +1,279 @@
+# Normal Camera Unused Pool Extension Implementation Plan
+
+> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.
+
+**Goal:** Extend the no-generation normal-camera atlas prep system across larger unused image pools, starting with the uncovered `reverse cowgirl` folder.
+
+**Architecture:** Keep the folder inventory and curated variant catalog as the source of truth. Add read-only review/backlog builders to `normal_camera_atlas_prep.py`, write review artifacts under `ab_batches/normal_camera/`, then add selected catalog variants only when review evidence supports stable non-POV camera/pose families.
+
+**Tech Stack:** Python standard library, Pillow for optional contact-sheet image output, existing JSON catalogs, existing `tools/prompt_smoke.py` smoke harness.
+
+---
+
+### Task 1: Add Unused-Pool Review Artifact Tests
+
+**Files:**
+- Modify: `tools/prompt_smoke.py`
+- Test: `python tools/prompt_smoke.py --case normal_camera_unused_pool_review_artifacts --quiet`
+
+- [ ] **Step 1: Add failing smoke coverage**
+
+Add a smoke case that imports `normal_camera_atlas_prep`, calls `build_unused_pool_backlog(limit=5)`, `build_review_manifest("reverse cowgirl", page_size=40)`, and `build_contact_sheet_html("reverse cowgirl", page_size=40)`, then asserts:
+
+```python
+backlog = prep_module.build_unused_pool_backlog(limit=5)
+_expect(backlog.get("schema") == "sxcp_normal_camera_unused_pool_backlog_v1", "Normal camera unused-pool backlog schema changed")
+_expect(backlog.get("no_generation") is True, "Normal camera unused-pool backlog must stay no-generation")
+_expect((backlog.get("folders") or [])[0].get("folder") == "reverse cowgirl", "Reverse cowgirl should be the first unused-pool tranche")
+
+manifest = prep_module.build_review_manifest("reverse cowgirl", page_size=40)
+_expect(manifest.get("schema") == "sxcp_normal_camera_review_manifest_v1", "Normal camera review manifest schema changed")
+_expect(manifest.get("folder") == "reverse cowgirl", "Review manifest should target reverse cowgirl")
+_expect(manifest.get("image_count") == 240, "Reverse cowgirl review should cover all 240 JPGs")
+_expect(len(manifest.get("contact_sheet_pages") or []) == 6, "Reverse cowgirl review should be paged at 40 images per sheet")
+_expect("back_view" in manifest.get("review_bucket_values", {}), "Review buckets lost back-view routing")
+
+html = prep_module.build_contact_sheet_html("reverse cowgirl", page_size=40)
+_expect("reverse cowgirl/0001.jpg" in html, "Contact sheet lost first reverse-cowgirl image")
+_expect("data-review-bucket" in html, "Contact sheet should expose review buckets")
+```
+
+- [ ] **Step 2: Register the new smoke case**
+
+Add `("normal_camera_unused_pool_review_artifacts", smoke_normal_camera_unused_pool_review_artifacts)` after the existing normal-camera prep smoke case.
+
+- [ ] **Step 3: Verify the test fails**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_unused_pool_review_artifacts --quiet
+```
+
+Expected: failure because `build_unused_pool_backlog`, `build_review_manifest`, and `build_contact_sheet_html` do not exist yet.
+
+### Task 2: Implement Backlog and Review Manifest Builders
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+- Test: `python tools/prompt_smoke.py --case normal_camera_unused_pool_review_artifacts --quiet`
+
+- [ ] **Step 1: Add schemas and review buckets**
+
+Add constants:
+
+```python
+UNUSED_POOL_BACKLOG_SCHEMA = "sxcp_normal_camera_unused_pool_backlog_v1"
+REVIEW_MANIFEST_SCHEMA = "sxcp_normal_camera_review_manifest_v1"
+DEFAULT_REVIEW_DIR = DEFAULT_OUTPUT_DIR / "review"
+REVIEW_BUCKET_VALUES = {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.",
+}
+```
+
+- [ ] **Step 2: Add helper functions**
+
+Add helpers to compute selected-reference coverage and page full-folder images:
+
+```python
+def _natural_sort_key(text: str) -> list[int | str]:
+    return [int(part) if part.isdigit() else part.lower() for part in re.split(r"(\\d+)", text)]
+
+def _atlas_folder_rows() -> list[dict[str, Any]]:
+    return list(load_atlas().get("folders") or [])
+
+def _variant_reference_map() -> dict[str, set[str]]:
+    refs_by_folder: dict[str, set[str]] = {}
+    for variant in load_variants().get("variants") or []:
+        for ref in _reference_images(variant):
+            folder = ref.rsplit("/", 1)[0]
+            refs_by_folder.setdefault(folder, set()).add(ref)
+    return refs_by_folder
+```
+
+- [ ] **Step 3: Implement backlog builder**
+
+Implement `build_unused_pool_backlog(limit: int | None = None)` so it ranks non-empty folders by unselected image count, with fields `folder`, `image_count`, `selected_reference_count`, `remaining_image_count`, `covered_by_variants`, `camera_view`, `action_family`, `catalog_status`, and `suggested_action`.
+
+- [ ] **Step 4: Implement review manifest and HTML builders**
+
+Implement `build_review_manifest(folder_name: str, page_size: int = 40)` and `build_contact_sheet_html(folder_name: str, page_size: int = 40)` so `reverse cowgirl` produces six pages and exposes review buckets without classifying any image as truth.
+
+- [ ] **Step 5: Verify green**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_unused_pool_review_artifacts --quiet
+```
+
+Expected: `OK: smoke passed (1 cases).`
+
+### Task 3: Write Review Artifacts
+
+**Files:**
+- Modify: `normal_camera_atlas_prep.py`
+- Create: `ab_batches/normal_camera/normal_camera_unused_pool_backlog.json`
+- Create: `ab_batches/normal_camera/review/reverse_cowgirl_review_manifest.json`
+- Create: `ab_batches/normal_camera/review/reverse_cowgirl_contact_sheet.html`
+- Test: `python -m normal_camera_atlas_prep --write-artifacts --output-dir ab_batches/normal_camera`
+
+- [ ] **Step 1: Extend artifact writing**
+
+Update `write_artifacts()` to include the unused-pool backlog and reverse-cowgirl review artifacts. Keep existing artifact names stable.
+
+- [ ] **Step 2: Regenerate artifacts**
+
+Run:
+
+```bash
+python -m normal_camera_atlas_prep --write-artifacts --output-dir ab_batches/normal_camera
+```
+
+Expected: output includes the four existing artifacts plus `unused_pool_backlog`, `reverse_cowgirl_review_manifest`, and `reverse_cowgirl_contact_sheet`.
+
+- [ ] **Step 3: Verify prep smoke**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_atlas_prep_artifacts --case normal_camera_unused_pool_review_artifacts --quiet
+```
+
+Expected: `OK: smoke passed (2 cases).`
+
+### Task 4: Add Reverse-Cowgirl Catalog Source Pool
+
+**Files:**
+- Modify: `categories/normal_camera_variants.json`
+- Modify: `tools/prompt_smoke.py`
+- Test: `python tools/prompt_smoke.py --case normal_camera_atlas_catalog --quiet`
+
+- [ ] **Step 1: Add failing catalog expectation**
+
+Extend `required_variants` in `smoke_normal_camera_atlas_catalog()` with `normal_reverse_cowgirl_mixed_camera_folder_pool`.
+
+- [ ] **Step 2: Verify red**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_atlas_catalog --quiet
+```
+
+Expected: failure because the mixed source-pool variant does not exist.
+
+- [ ] **Step 3: Add the source-pool variant**
+
+Add a `needs_samples` variant after the existing labeled reverse-cowgirl variants:
+
+```json
+{
+  "key": "normal_reverse_cowgirl_mixed_camera_folder_pool",
+  "family": "reverse_cowgirl",
+  "status": "needs_samples",
+  "atlas_folders": ["reverse cowgirl"],
+  "camera_view": "mixed_or_unspecified",
+  "action_family": "reverse_cowgirl",
+  "canonical_geometry": "Large reverse-cowgirl source pool with normal-camera examples but no single locked camera view until contact-sheet review selects stable subsets.",
+  "prompt_cues": [
+    "reverse cowgirl normal-camera source pool",
+    "select a repeated camera family before cue drafting",
+    "use contact-sheet evidence before fixed-seed testing"
+  ],
+  "avoid_cues": [
+    "using the full mixed folder as one locked camera preset",
+    "POV reverse-cowgirl wording",
+    "inventing camera cues from the folder label alone"
+  ],
+  "reference_images": [
+    "reverse cowgirl/0001.jpg",
+    "reverse cowgirl/288.jpg",
+    "reverse cowgirl/82.jpg"
+  ],
+  "generator_hook": {
+    "module": "future normal-camera routing; likely camera_config.py / row_camera.py / krea_format_route.py",
+    "route_terms": ["reverse cowgirl", "mixed camera source pool"],
+    "notes": "Future hook only. This catalog does not change generator defaults, prompt routes, formatters, eval logs, or POV workflow files."
+  },
+  "pre_ab_notes": "Added as the first large unused-pool review tranche. The full 240-image folder is a cue-expansion pool, not a prompt-ready route; split selected-reference subvariants only after contact-sheet evidence shows repeated non-POV camera geometry.",
+  "folder_pool": true,
+  "visual_review": {
+    "reviewed_at": "2026-07-02",
+    "scope": "Paged contact-sheet review scaffold covering 240 JPGs across atlas_folders plus representative references.",
+    "decision": "added_as_large_unused_pool_review_tranche",
+    "notes": "Folder is now tracked for review; selected-reference subvariants should be added only from repeated camera/pose families identified in the contact sheet."
+  }
+}
+```
+
+- [ ] **Step 4: Update inventory counts**
+
+Increment `variant_count` and `needs_samples`, increment `covered_non_empty_folder_count`, decrement `uncovered_non_empty_folder_count`, and remove `reverse cowgirl` from `uncovered_non_empty_folders`.
+
+- [ ] **Step 5: Verify green**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_atlas_catalog --quiet
+```
+
+Expected: `OK: smoke passed (1 cases).`
+
+### Task 5: Document and Regenerate Prep Outputs
+
+**Files:**
+- Modify: `docs/normal-camera-atlas.md`
+- Modify: `ab_batches/normal_camera/normal_camera_priority_plan.json`
+- Modify: `ab_batches/normal_camera/normal_camera_prompt_cue_batch.json`
+- Modify: `ab_batches/normal_camera/normal_camera_score_sheet.json`
+- Test: `python tools/prompt_smoke.py --case normal_camera_atlas_catalog --case normal_camera_atlas_prep_artifacts --case normal_camera_unused_pool_review_artifacts --quiet`
+
+- [ ] **Step 1: Update docs**
+
+Document that the unused-pool extension starts with `reverse cowgirl`, adds `normal_camera_unused_pool_backlog.json`, and keeps full mixed folders out of `pre_ab_candidate` until selected-reference subvariants exist.
+
+- [ ] **Step 2: Regenerate artifacts**
+
+Run:
+
+```bash
+python -m normal_camera_atlas_prep --write-artifacts --output-dir ab_batches/normal_camera
+```
+
+- [ ] **Step 3: Verify focused smoke**
+
+Run:
+
+```bash
+python tools/prompt_smoke.py --case normal_camera_atlas_catalog --case normal_camera_atlas_prep_artifacts --case normal_camera_unused_pool_review_artifacts --quiet
+```
+
+Expected: `OK: smoke passed (3 cases).`
+
+### Task 6: Visual Split Follow-Up
+
+**Files:**
+- Modify later: `categories/normal_camera_variants.json`
+- Modify later: `docs/normal-camera-atlas.md`
+- Test later: focused smoke cases above
+
+- [ ] **Step 1: Review the contact sheet**
+
+Open `ab_batches/normal_camera/review/reverse_cowgirl_contact_sheet.html` or generated page images, classify repeated non-POV camera/pose families, and record selected image paths.
+
+- [ ] **Step 2: Add selected-reference subvariants only when evidence is stable**
+
+For each repeated family, add a subvariant with `source_variant: "normal_reverse_cowgirl_mixed_camera_folder_pool"`, `subset_selection.type: "review_selected_reference_images"`, positive-only cue sentences, and selected `reference_images`.
+
+- [ ] **Step 3: Leave weak groups as `needs_samples`**
+
+Do not promote one-off frames, POV-like frames, or visually mixed groups. Keep them in source-pool notes or review buckets until more evidence exists.
+
diff --git a/normal_camera_atlas_prep.py b/normal_camera_atlas_prep.py
new file mode 100644
index 0000000..20a7270
--- /dev/null
+++ b/normal_camera_atlas_prep.py
@@ -0,0 +1,2400 @@
+"""No-generation prep artifacts for the normal-camera atlas."""
+
+from __future__ import annotations
+
+import argparse
+import html
+import json
+import re
+from pathlib import Path
+from typing import Any
+
+
+ROOT = Path(__file__).resolve().parent
+CATALOG_DIR = ROOT / "categories"
+DEFAULT_OUTPUT_DIR = ROOT / "ab_batches" / "normal_camera"
+
+PRIORITY_PLAN_SCHEMA = "sxcp_normal_camera_priority_plan_v1"
+PROMPT_CUE_BATCH_SCHEMA = "sxcp_normal_camera_prompt_cue_batch_v1"
+SCORE_SHEET_SCHEMA = "sxcp_normal_camera_score_sheet_v1"
+UNUSED_POOL_BACKLOG_SCHEMA = "sxcp_normal_camera_unused_pool_backlog_v1"
+REVIEW_MANIFEST_SCHEMA = "sxcp_normal_camera_review_manifest_v1"
+NEEDS_SAMPLES_ACQUISITION_SCHEMA = "sxcp_normal_camera_needs_samples_acquisition_v1"
+
+DEFAULT_REVIEW_DIR = DEFAULT_OUTPUT_DIR / "review"
+NEEDS_SAMPLES_TARGET_REFERENCE_COUNT = 12
+
+DEFAULT_REVIEW_FOLDERS: tuple[str, ...] = (
+    "reverse cowgirl",
+    "breasts exposed",
+    "pussy spread",
+    "anal random",
+    "couple kissing",
+    "cowgirl - back view - 3-4 angle",
+    "cowgirl - side view",
+    "woman solo showing her hass - back view",
+    "doggy on all four - back view - 3-4 angle",
+    "doggy on all four - side view",
+    "doggy all four - front view",
+    "doggy - front view ",
+    "handjob standing - side view",
+    "wand",
+    "breast sucking - side view",
+    "fuck from front standing - side view",
+    "doggy - back view - 3-4 angle",
+    "penis worship",
+    "fuck from behind standing - woman backside - side view",
+    "piledriver",
+    "blowjob - laying - front view",
+    "breast - touching - front view",
+    "ballsucking - laying",
+    "ballsucking - standing",
+    "face sitting",
+    "pussy licking - backv iew",
+    "removing pants",
+    "rimjob",
+    "footjob",
+    "reverse cowgirl - leg up",
+    "reverse cowgirl -pretzel",
+    "fist",
+    "anal cowgirl",
+    "anal doggy - side view",
+    "anal fuck from behind laying - back view - 3-4 angle",
+    "anal reverse congress",
+    "anus lickiing",
+    "blowjob laying - back view - 3-4 angle",
+    "doggy press - back side",
+    "face sitting - front view",
+    "handjob - standing -low angle",
+    "pussy licking leg up - back view - 3-4 angle",
+    "pussy licking standing woman",
+    "under desk",
+    "pretzel",
+    "woman ass exposed",
+    "reverse congress - front view",
+    "boobjob",
+    "fingering",
+    "69",
+)
+
+REVIEW_BUCKET_VALUES: dict[str, str] = {
+    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
+    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
+    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
+    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
+    "front_three_quarter": "Front-offset normal-camera view.",
+    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
+    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting.",
+}
+
+SOURCE_FOLDER_ALIASES: dict[str, dict[str, str]] = {
+    "doggy - front view": {
+        "canonical_folder": "doggy - front view",
+        "alias_reason": "Duplicate source-folder display name; preserved separately from trailing-space source folder.",
+    },
+    "doggy - front view ": {
+        "canonical_folder": "doggy - front view",
+        "alias_reason": "Trailing-space source folder preserved exactly for path stability.",
+    },
+    "handjob - standing -low angle": {
+        "canonical_folder": "handjob - standing - low angle",
+        "alias_reason": "Spacing typo normalized for review metadata while preserving exact source path.",
+    },
+    "pussy licking - backv iew": {
+        "canonical_folder": "pussy licking - back view",
+        "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path.",
+    },
+    "reverse cowgirl -pretzel": {
+        "canonical_folder": "reverse cowgirl - pretzel",
+        "alias_reason": "Missing-space folder label normalized for review metadata while preserving exact source path.",
+    },
+    "anus lickiing": {
+        "canonical_folder": "anus licking",
+        "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path.",
+    },
+    "woman solo showing her hass - back view": {
+        "canonical_folder": "woman solo showing her ass - back view",
+        "alias_reason": "Folder-name typo normalized for review metadata while preserving exact source path.",
+    },
+}
+
+REVIEW_SELECTED_SUBVARIANTS: dict[str, list[dict[str, Any]]] = {
+    "cowgirl - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_cowgirl_back_three_quarter",
+            "review_bucket": "back_three_quarter",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "cowgirl - back view - 3-4 angle/0002.jpg",
+                "cowgirl - back view - 3-4 angle/0003_4.jpg",
+                "cowgirl - back view - 3-4 angle/0006.jpg",
+                "cowgirl - back view - 3-4 angle/0008_2.jpg",
+                "cowgirl - back view - 3-4 angle/16.jpg",
+                "cowgirl - back view - 3-4 angle/22.jpg",
+                "cowgirl - back view - 3-4 angle/41.jpg",
+                "cowgirl - back view - 3-4 angle/82.jpg",
+                "cowgirl - back view - 3-4 angle/90.jpg",
+                "cowgirl - back view - 3-4 angle/145.jpg",
+                "cowgirl - back view - 3-4 angle/160.jpg",
+                "cowgirl - back view - 3-4 angle/172.jpg",
+                "cowgirl - back view - 3-4 angle/225.jpg",
+                "cowgirl - back view - 3-4 angle/241_2.jpg",
+                "cowgirl - back view - 3-4 angle/248.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing route as a broad but coherent "
+                "rear three-quarter cowgirl family. References were expanded rather than "
+                "splitting a near-duplicate route."
+            ),
+        }
+    ],
+    "cowgirl - side view": [
+        {
+            "variant_key": "normal_cowgirl_side_profile",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "cowgirl - side view/0003.jpg",
+                "cowgirl - side view/0004_2.jpg",
+                "cowgirl - side view/0005.jpg",
+                "cowgirl - side view/0007.jpg",
+                "cowgirl - side view/0009.jpg",
+                "cowgirl - side view/0011.jpg",
+                "cowgirl - side view/0015.jpg",
+                "cowgirl - side view/118.jpg",
+                "cowgirl - side view/195.jpg",
+                "cowgirl - side view/2.jpg",
+                "cowgirl - side view/200.jpg",
+                "cowgirl - side view/255.jpg",
+                "cowgirl - side view/280.jpg",
+                "cowgirl - side view/86.jpg",
+                "cowgirl - side view/86_2.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing side-profile cowgirl route "
+                "as a coherent lateral camera family. References were expanded while "
+                "front-drifting, rear-drifting, and tight-crop examples remain outside "
+                "the selected subset."
+            ),
+        }
+    ],
+    "doggy on all four - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_doggy_all_fours_back_three_quarter",
+            "review_bucket": "back_three_quarter",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "doggy on all four - back view - 3-4 angle/0002.jpg",
+                "doggy on all four - back view - 3-4 angle/0003.jpg",
+                "doggy on all four - back view - 3-4 angle/0013.jpg",
+                "doggy on all four - back view - 3-4 angle/0014.jpg",
+                "doggy on all four - back view - 3-4 angle/0019.jpg",
+                "doggy on all four - back view - 3-4 angle/0020.jpg",
+                "doggy on all four - back view - 3-4 angle/206.jpg",
+                "doggy on all four - back view - 3-4 angle/267.jpg",
+                "doggy on all four - back view - 3-4 angle/302.jpg",
+                "doggy on all four - back view - 3-4 angle/327.jpg",
+                "doggy on all four - back view - 3-4 angle/550_2.jpg",
+                "doggy on all four - back view - 3-4 angle/608_2.jpg",
+                "doggy on all four - back view - 3-4 angle/611.jpg",
+                "doggy on all four - back view - 3-4 angle/70.jpg",
+                "doggy on all four - back view - 3-4 angle/97.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing all-fours rear three-quarter "
+                "route as a coherent camera family. References were expanded while low, "
+                "front-drifting, and tight-crop outliers remain outside the selected subset."
+            ),
+        }
+    ],
+    "doggy on all four - side view": [
+        {
+            "variant_key": "normal_doggy_all_fours_side_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "doggy on all four - side view/0020.jpg",
+                "doggy on all four - side view/192.jpg",
+                "doggy on all four - side view/2.jpg",
+                "doggy on all four - side view/204.jpg",
+                "doggy on all four - side view/254.jpg",
+                "doggy on all four - side view/254_2.jpg",
+                "doggy on all four - side view/254_3.jpg",
+                "doggy on all four - side view/271.jpg",
+                "doggy on all four - side view/271_2.jpg",
+                "doggy on all four - side view/362.jpg",
+                "doggy on all four - side view/495.jpg",
+                "doggy on all four - side view/556.jpg",
+                "doggy on all four - side view/86.jpg",
+                "doggy on all four - side view/99.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing selected side-view subset unchanged. "
+                "The remaining source images mix standing, bed, chair, close, and front-drifting "
+                "frames, so no additional references were promoted in this pass."
+            ),
+        }
+    ],
+    "doggy all four - front view": [
+        {
+            "variant_key": "normal_doggy_all_fours_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "doggy all four - front view/0016.jpg",
+                "doggy all four - front view/48.jpg",
+                "doggy all four - front view/58.jpg",
+                "doggy all four - front view/64.jpg",
+                "doggy all four - front view/69.jpg",
+                "doggy all four - front view/77.jpg",
+                "doggy all four - front view/83.jpg",
+                "doggy all four - front view/97.jpg",
+                "doggy all four - front view/171.jpg",
+                "doggy all four - front view/197.jpg",
+                "doggy all four - front view/204.jpg",
+                "doggy all four - front view/221.jpg",
+                "doggy all four - front view/290.jpg",
+                "doggy all four - front view/596.jpg",
+                "doggy all four - front view/598.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed a repeated front all-fours normal-camera "
+                "family with face and forearms readable in front while the partner remains "
+                "behind. Side-drifting, seated, tight-close, and vertical-crop outliers "
+                "remain outside the selected subset."
+            ),
+        }
+    ],
+    "doggy - front view ": [
+        {
+            "variant_key": "normal_doggy_generic_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "doggy - front view/11.jpg",
+                "doggy - front view/5.jpg",
+                "doggy - front view/6.jpg",
+                "doggy - front view /0003.jpg",
+                "doggy - front view /253.jpg",
+                "doggy - front view /262.jpg",
+                "doggy - front view /349.jpg",
+                "doggy - front view /354.jpg",
+                "doggy - front view /41.jpg",
+                "doggy - front view /49.jpg",
+                "doggy - front view /505.jpg",
+                "doggy - front view /537.jpg",
+                "doggy - front view /541.jpg",
+                "doggy - front view /567.jpg",
+                "doggy - front view /627.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review expanded the existing grouped generic front-view route "
+                "for the duplicate trailing-space source folder. The selected references "
+                "repeat a front-facing third-person doggy camera while one weak top/down "
+                "close crop remains outside the route."
+            ),
+        }
+    ],
+    "wand": [
+        {
+            "variant_key": "normal_wand_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "wand/0005.jpg",
+                "wand/508.jpg",
+                "wand/75.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the folder as a mixed source-pool anchor. "
+                "The source images include useful front-close tool-contact material, but "
+                "side, portrait-close, and wider posture variation keep the full folder "
+                "from being one locked prompt-ready route."
+            ),
+        },
+        {
+            "variant_key": "normal_wand_front_close_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "wand/0005.jpg",
+                "wand/0015.jpg",
+                "wand/217.jpg",
+                "wand/532.jpg",
+                "wand/561.jpg",
+                "wand/611.jpg",
+                "wand/75.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review found a repeated front-close third-person family "
+                "where the contact plane is centered and the wand remains readable as one "
+                "continuous object. Side, portrait-close, and wider posture outliers remain "
+                "outside this selected subset."
+            ),
+        },
+    ],
+    "handjob standing - side view": [
+        {
+            "variant_key": "normal_handjob_standing_side_profile",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "handjob standing - side view/16.jpg",
+                "handjob standing - side view/105.jpg",
+                "handjob standing - side view/171.jpg",
+                "handjob standing - side view/174.jpg",
+                "handjob standing - side view/175.jpg",
+                "handjob standing - side view/305.jpg",
+                "handjob standing - side view/549.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing standing side-profile subset unchanged. "
+                "The remaining source images mix kneeling, seated, close portrait, near-front, "
+                "and oral-adjacent frames, so no additional references were promoted in this pass."
+            ),
+        }
+    ],
+    "penis worship": [
+        {
+            "variant_key": "normal_penis_worship_foreground_close_reference_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "penis worship/0001.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing foreground-close source-pool anchor "
+                "unchanged. The remaining images are foreground-heavy and drift through front "
+                "or near-POV framing, so no prompt-ready expansion was promoted in this pass."
+            ),
+        },
+        {
+            "variant_key": "normal_penis_worship_top_view",
+            "review_bucket": "top_or_low_special",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "penis worship/510.jpg",
+                "penis worship/517.jpg",
+                "penis worship/519.jpg",
+                "penis worship/520.jpg",
+                "penis worship/603_4.jpg",
+                "penis worship/607_2.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing user-selected top-view anchors "
+                "unchanged. The folder still needs cleaner repeated samples before this "
+                "orientation can become a pre-A/B route."
+            ),
+        },
+        {
+            "variant_key": "normal_penis_worship_side_view",
+            "review_bucket": "side_view",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "penis worship/0003.jpg",
+                "penis worship/0004.jpg",
+                "penis worship/0008_2.jpg",
+                "penis worship/0016.jpg",
+                "penis worship/505.jpg",
+                "penis worship/566.jpg",
+                "penis worship/566_2.jpg",
+                "penis worship/618.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing user-selected side-view anchors "
+                "unchanged. The residual folder does not add a cleaner repeated lateral "
+                "camera subset in this pass."
+            ),
+        },
+        {
+            "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+            "review_bucket": "side_view",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "penis worship/0002_2.jpg",
+                "penis worship/0006.jpg",
+                "penis worship/0011.jpg",
+                "penis worship/608.jpg",
+                "penis worship/609.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing laying-partner vertical side-view "
+                "anchors unchanged. The remaining frames stay too mixed for promotion."
+            ),
+        },
+    ],
+    "piledriver": [
+        {
+            "variant_key": "normal_piledriver_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "piledriver/0001.jpg",
+                "piledriver/0012_2.jpg",
+                "piledriver/617.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review preserved the existing mixed source-pool anchor. "
+                "The full folder remains too broad for one camera route because it mixes "
+                "tight top crops, side drifts, and selected high/front-down examples."
+            ),
+        },
+        {
+            "variant_key": "normal_piledriver_high_front_down_view",
+            "review_bucket": "top_or_low_special",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "piledriver/0002.jpg",
+                "piledriver/0004_2.jpg",
+                "piledriver/0005.jpg",
+                "piledriver/0006_2.jpg",
+                "piledriver/0009.jpg",
+                "piledriver/0009_2.jpg",
+                "piledriver/0012.jpg",
+                "piledriver/0013.jpg",
+                "piledriver/282.jpg",
+                "piledriver/317.jpg",
+                "piledriver/317_2.jpg",
+                "piledriver/318.jpg",
+                "piledriver/319.jpg",
+                "piledriver/494_2.jpg",
+                "piledriver/538.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated high/front-down piledriver "
+                "camera family where the folded body remains readable below the partner. "
+                "Tight top crops, side drifts, and mixed examples remain outside this route."
+            ),
+        },
+    ],
+    "blowjob - laying - front view": [
+        {
+            "variant_key": "normal_blowjob_laying_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "blowjob - laying - front view/0001.jpg",
+                "blowjob - laying - front view/0003.jpg",
+                "blowjob - laying - front view/0004.jpg",
+                "blowjob - laying - front view/0010.jpg",
+                "blowjob - laying - front view/0010_2.jpg",
+                "blowjob - laying - front view/0018.jpg",
+                "blowjob - laying - front view/48.jpg",
+                "blowjob - laying - front view/69.jpg",
+                "blowjob - laying - front view/91.jpg",
+                "blowjob - laying - front view/94.jpg",
+                "blowjob - laying - front view/122.jpg",
+                "blowjob - laying - front view/171.jpg",
+                "blowjob - laying - front view/184.jpg",
+                "blowjob - laying - front view/274.jpg",
+                "blowjob - laying - front view/512.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing front-facing laying "
+                "oral-contact route as a broad but coherent third-person camera family. "
+                "Side-drifting, wide couch/bed, and weak close-crop examples remain outside "
+                "the selected subset."
+            ),
+        }
+    ],
+    "breast - touching - front view": [
+        {
+            "variant_key": "normal_breast_contact_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breast - touching - front view/0006.jpg",
+                "breast - touching - front view/0006_2.jpg",
+                "breast - touching - front view/12.jpg",
+                "breast - touching - front view/0014.jpg",
+                "breast - touching - front view/0015.jpg",
+                "breast - touching - front view/16.jpg",
+                "breast - touching - front view/56.jpg",
+                "breast - touching - front view/72.jpg",
+                "breast - touching - front view/183.jpg",
+                "breast - touching - front view/220.jpg",
+                "breast - touching - front view/246.jpg",
+                "breast - touching - front view/248.jpg",
+                "breast - touching - front view/281.jpg",
+                "breast - touching - front view/348.jpg",
+                "breast - touching - front view/361.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing front breast-contact "
+                "route as a coherent third-person camera family across standing, "
+                "seated, and kneeling contexts. Side-drifting, costume/standing "
+                "outliers, and weak-contact crops remain outside the selected subset."
+            ),
+        }
+    ],
+    "ballsucking - standing": [
+        {
+            "variant_key": "normal_ballsucking_standing_partner_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "ballsucking - standing/0017.jpg",
+                "ballsucking - standing/252.jpg",
+                "ballsucking - standing/624.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the existing mixed source-pool anchor. "
+                "The standing-partner context is useful, but the full folder still mixes "
+                "close, side, front, and one water-close outlier; the outlier is anchored "
+                "here rather than in the pre-A/B split."
+            ),
+        },
+        {
+            "variant_key": "normal_ballsucking_standing_low_side_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "ballsucking - standing/0014.jpg",
+                "ballsucking - standing/130.jpg",
+                "ballsucking - standing/137.jpg",
+                "ballsucking - standing/207.jpg",
+                "ballsucking - standing/222.jpg",
+                "ballsucking - standing/252.jpg",
+                "ballsucking - standing/333.jpg",
+                "ballsucking - standing/34.jpg",
+                "ballsucking - standing/540.jpg",
+                "ballsucking - standing/589.jpg",
+                "ballsucking - standing/624.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review found a repeated standing-partner, low-performer "
+                "side or near-side camera family. The water-close crop remains outside "
+                "this selected subset."
+            ),
+        },
+    ],
+    "face sitting": [
+        {
+            "variant_key": "normal_face_sitting_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "face sitting/0005.jpg",
+                "face sitting/0021.jpg",
+                "face sitting/354.jpg",
+                "face sitting/533.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the full folder as a mixed source-pool "
+                "anchor. Three samples are front or near-front face-sitting references, "
+                "while one rear/back-view outlier makes the folder too mixed and thin "
+                "for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "pussy licking - backv iew": [
+        {
+            "variant_key": "normal_pussy_licking_backview_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "pussy licking - backv iew/220.jpg",
+                "pussy licking - backv iew/567.jpg",
+                "pussy licking - backv iew/614.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the full folder as a mixed source-pool "
+                "anchor. The folder label says back view, but the reviewed images read "
+                "as elevated front or high-oblique third-person oral-contact references; "
+                "the three-image set is too thin for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "removing pants": [
+        {
+            "variant_key": "normal_removing_pants_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "removing pants/0005.jpg",
+                "removing pants/0006.jpg",
+                "removing pants/0016.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the full folder as a mixed source-pool "
+                "anchor. The three samples are near-duplicate close action references "
+                "with strong foreground crop, so they should not become a locked "
+                "normal-camera route without more matched, wider non-POV samples."
+            ),
+        },
+    ],
+    "ballsucking - laying": [
+        {
+            "variant_key": "normal_ballsucking_laying_close_reference_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "ballsucking - laying/271.jpg",
+                "ballsucking - laying/591.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review records the existing two-sample laying close-reference "
+                "source pool as needs_samples. The folder is fully represented but too thin "
+                "and crop-variable for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "rimjob": [
+        {
+            "variant_key": "normal_rimjob_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "rimjob/0003.jpg",
+                "rimjob/0010.jpg",
+                "rimjob/0018.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the full folder as a mixed source-pool "
+                "anchor. The three samples mix close side/back oral-contact framing "
+                "with wider kneeling context and are too thin for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "footjob": [
+        {
+            "variant_key": "normal_footjob_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "footjob/265.jpg",
+                "footjob/265_2.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the full folder as a mixed source-pool "
+                "anchor. The two samples share the foot-contact action but vary between "
+                "seated front context and tighter crop, so more matched samples are needed."
+            ),
+        },
+    ],
+    "reverse cowgirl - leg up": [
+        {
+            "variant_key": "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse cowgirl - leg up/266.jpg",
+                "reverse cowgirl - leg up/267.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved this as a two-sample leg-up posture "
+                "source pool. The folder is useful cue evidence but too thin for a "
+                "selected normal-camera route."
+            ),
+        },
+    ],
+    "reverse cowgirl -pretzel": [
+        {
+            "variant_key": "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse cowgirl -pretzel/0007.jpg",
+                "reverse cowgirl -pretzel/617.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved this as a two-sample pretzel-posture "
+                "source pool. The folder is useful cue evidence but too thin for a "
+                "selected normal-camera route."
+            ),
+        },
+    ],
+    "fist": [
+        {
+            "variant_key": "normal_fist_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "fist/337.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one available manual-contact "
+                "reference as coverage evidence only. A single image cannot define "
+                "a stable normal-camera route."
+            ),
+        },
+    ],
+    "anal cowgirl": [
+        {
+            "variant_key": "normal_anal_cowgirl_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["anal cowgirl/49.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one available sample as coverage "
+                "evidence only. A single image cannot define a stable normal-camera route."
+            ),
+        },
+    ],
+    "anal doggy - side view": [
+        {
+            "variant_key": "normal_anal_doggy_side_view_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["anal doggy - side view/16.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one side-view sample as coverage "
+                "evidence only. The label is plausible, but a single image is too thin "
+                "for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "anal fuck from behind laying - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_anal_laying_back_three_quarter_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["anal fuck from behind laying - back view - 3-4 angle/14.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one rear three-quarter sample as "
+                "coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "anal reverse congress": [
+        {
+            "variant_key": "normal_anal_reverse_congress_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["anal reverse congress/160.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one available sample as coverage "
+                "evidence only. A single image cannot define a stable normal-camera route."
+            ),
+        },
+    ],
+    "anus lickiing": [
+        {
+            "variant_key": "normal_anus_licking_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["anus lickiing/0004.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one available sample as coverage "
+                "evidence only. A single image cannot define a stable normal-camera route."
+            ),
+        },
+    ],
+    "blowjob laying - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["blowjob laying - back view - 3-4 angle/14.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one rear-offset laying oral-contact "
+                "sample as coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "doggy press - back side": [
+        {
+            "variant_key": "normal_doggy_press_back_side_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["doggy press - back side/0011.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one back-side doggy-press sample as "
+                "coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "face sitting - front view": [
+        {
+            "variant_key": "normal_face_sitting_front_view_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["face sitting - front view/56.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one front-view face-sitting sample "
+                "as coverage evidence only. A single image is too thin for a selected "
+                "pre-A/B route."
+            ),
+        },
+    ],
+    "handjob - standing -low angle": [
+        {
+            "variant_key": "normal_handjob_standing_low_angle_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["handjob - standing -low angle/552.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one standing low-angle manual-contact "
+                "sample as coverage evidence only. A single image is too thin for a "
+                "selected pre-A/B route."
+            ),
+        },
+    ],
+    "pussy licking leg up - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["pussy licking leg up - back view - 3-4 angle/0009.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one leg-up rear-offset oral-contact "
+                "sample as coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "pussy licking standing woman": [
+        {
+            "variant_key": "normal_pussy_licking_standing_woman_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["pussy licking standing woman/13.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one standing-woman oral-contact "
+                "sample as coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "under desk": [
+        {
+            "variant_key": "normal_under_desk_single_reference_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": ["under desk/347.jpg"],
+            "evidence_notes": (
+                "Contact-sheet review preserved the one under-desk context sample as "
+                "coverage evidence only. A single image cannot define a stable "
+                "normal-camera route."
+            ),
+        },
+    ],
+    "pretzel": [
+        {
+            "variant_key": "normal_pretzel_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "pretzel/0001.jpg",
+                "pretzel/0006.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review records the existing two-sample pretzel mixed-camera "
+                "source pool as needs_samples. The folder is fully represented but too thin "
+                "for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "woman ass exposed": [
+        {
+            "variant_key": "normal_display_rear_exposed_body_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "woman ass exposed/40.jpg",
+                "woman ass exposed/49.jpg",
+                "woman ass exposed/52.jpg",
+                "woman ass exposed/58.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review records the existing rear exposed-body source pool "
+                "with all four folder images. The folder is fully represented but remains "
+                "too thin and camera-variable for a selected pre-A/B route."
+            ),
+        },
+    ],
+    "reverse congress - front view": [
+        {
+            "variant_key": "normal_reverse_congress_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse congress - front view/0012.jpg",
+                "reverse congress - front view/0012_2.jpg",
+                "reverse congress - front view/0013.jpg",
+                "reverse congress - front view/61.jpg",
+                "reverse congress - front view/105.jpg",
+                "reverse congress - front view/105_2.jpg",
+                "reverse congress - front view/122.jpg",
+                "reverse congress - front view/183.jpg",
+                "reverse congress - front view/189.jpg",
+                "reverse congress - front view/289.jpg",
+                "reverse congress - front view/289_2.jpg",
+                "reverse congress - front view/291.jpg",
+                "reverse congress - front view/542.jpg",
+                "reverse congress - front view/542_2.jpg",
+                "reverse congress - front view/563_2.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing front-facing reverse-congress "
+                "route as a coherent lifted/front camera family. Tight low crops, "
+                "side/bed drift, and seated-only outliers remain outside the selected subset."
+            ),
+        }
+    ],
+    "boobjob": [
+        {
+            "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "boobjob/0017.jpg",
+                "boobjob/259.jpg",
+                "boobjob/91.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review preserved the existing mixed source-pool anchor. "
+                "The full folder includes useful front-close material, but side, standing, "
+                "foreground-heavy, and downward/crop-drifting examples keep it from being "
+                "one locked prompt-ready camera route."
+            ),
+        },
+        {
+            "variant_key": "normal_boobjob_front_close_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "boobjob/0017.jpg",
+                "boobjob/0018_2.jpg",
+                "boobjob/141.jpg",
+                "boobjob/186.jpg",
+                "boobjob/218.jpg",
+                "boobjob/259.jpg",
+                "boobjob/327.jpg",
+                "boobjob/588.jpg",
+                "boobjob/592.jpg",
+                "boobjob/598.jpg",
+                "boobjob/615.jpg",
+                "boobjob/618.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated front-close third-person family "
+                "where face or upper body remains readable and the contact action stays "
+                "centered. Side, standing, foreground-heavy, and downward/crop-drifting "
+                "outliers remain outside this selected subset."
+            ),
+        },
+    ],
+    "fingering": [
+        {
+            "variant_key": "normal_fingering_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "fingering/0001.jpg",
+                "fingering/195.jpg",
+                "fingering/603.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the folder as a mixed source-pool anchor. "
+                "The images include useful manual-contact examples, but upright, standing, "
+                "side, and oral-adjacent frames keep the full folder from being one locked "
+                "prompt-ready route."
+            ),
+        },
+        {
+            "variant_key": "normal_fingering_reclined_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "fingering/0004.jpg",
+                "fingering/0006.jpg",
+                "fingering/0013.jpg",
+                "fingering/0015.jpg",
+                "fingering/39.jpg",
+                "fingering/50.jpg",
+                "fingering/132.jpg",
+                "fingering/133.jpg",
+                "fingering/279.jpg",
+                "fingering/603.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review found a repeated reclined front-view manual-contact "
+                "family where the camera faces the open-thigh contact plane and face or "
+                "upper body remains readable. Upright chair, standing, side, and stronger "
+                "oral-adjacent outliers remain outside this selected subset."
+            ),
+        },
+    ],
+    "69": [
+        {
+            "variant_key": "normal_sixty_nine_mixed_camera_folder_pool",
+            "review_bucket": "reject_or_unclear",
+            "status": "needs_samples",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "69/0002.jpg",
+                "69/196.jpg",
+                "69/624.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review preserved the folder as a mixed source-pool anchor. "
+                "The source images include useful mutual oral-contact examples, but "
+                "side/downward, upright seated, and wider room-context frames keep the "
+                "full folder from being one locked prompt-ready route."
+            ),
+        },
+        {
+            "variant_key": "normal_sixty_nine_front_close_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "69/0002.jpg",
+                "69/0008.jpg",
+                "69/0016.jpg",
+                "69/19.jpg",
+                "69/166.jpg",
+                "69/292.jpg",
+                "69/624.jpg",
+            ],
+            "evidence_notes": (
+                "Contact-sheet review found a repeated front-close third-person family "
+                "where the upper subject faces camera and the opposed oral-contact pose "
+                "stays centered. Side/downward, upright seated, and wider room-context "
+                "outliers remain outside this selected subset."
+            ),
+        },
+    ],
+    "breast sucking - side view": [
+        {
+            "variant_key": "normal_breast_sucking_side_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breast sucking - side view/0003.jpg",
+                "breast sucking - side view/0005.jpg",
+                "breast sucking - side view/0007.jpg",
+                "breast sucking - side view/0009.jpg",
+                "breast sucking - side view/0010_2.jpg",
+                "breast sucking - side view/182.jpg",
+                "breast sucking - side view/186.jpg",
+                "breast sucking - side view/218.jpg",
+                "breast sucking - side view/234.jpg",
+                "breast sucking - side view/244.jpg",
+                "breast sucking - side view/257.jpg",
+                "breast sucking - side view/267.jpg",
+                "breast sucking - side view/269.jpg",
+                "breast sucking - side view/356.jpg",
+                "breast sucking - side view/99.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed a repeated side/near-side mouth-contact "
+                "family across standing and seated contexts. References were expanded "
+                "while front-only, hand-touch-only, and weak-contact examples remain outside "
+                "the selected subset."
+            ),
+        }
+    ],
+    "fuck from front standing - side view": [
+        {
+            "variant_key": "normal_standing_from_front_side_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "fuck from front standing - side view/0001.jpg",
+                "fuck from front standing - side view/252.jpg",
+                "fuck from front standing - side view/73.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing selected standing from-front side-view "
+                "subset unchanged. The remaining source images include usable side/near-side "
+                "frames, but too many drift into suspended/lifted, close-crop, couch, or "
+                "front-heavy framing for a safe reference expansion."
+            ),
+        }
+    ],
+    "fuck from behind standing - woman backside - side view": [
+        {
+            "variant_key": "normal_doggy_standing_backside_side_view_folder_pool",
+            "review_bucket": "side_view",
+            "status": "needs_samples",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "fuck from behind standing - woman backside - side view/0008.jpg",
+                "fuck from behind standing - woman backside - side view/288.jpg",
+                "fuck from behind standing - woman backside - side view/68_2.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing folder-pool anchor unchanged. "
+                "The folder has standing side/rear-lateral material, but the unselected "
+                "images mix lifted, seated, bed/couch, front-drifting, and portrait-like "
+                "frames rather than a cleaner prompt-ready split."
+            ),
+        },
+        {
+            "variant_key": "normal_doggy_standing_backside_side_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-06-29",
+            "reference_images": [
+                "fuck from behind standing - woman backside - side view/0010.jpg",
+                "fuck from behind standing - woman backside - side view/0012.jpg",
+                "fuck from behind standing - woman backside - side view/186.jpg",
+                "fuck from behind standing - woman backside - side view/186_2.jpg",
+                "fuck from behind standing - woman backside - side view/196.jpg",
+                "fuck from behind standing - woman backside - side view/257.jpg",
+                "fuck from behind standing - woman backside - side view/286.jpg",
+                "fuck from behind standing - woman backside - side view/288.jpg",
+                "fuck from behind standing - woman backside - side view/343.jpg",
+                "fuck from behind standing - woman backside - side view/343_2.jpg",
+                "fuck from behind standing - woman backside - side view/343_3.jpg",
+                "fuck from behind standing - woman backside - side view/345.jpg",
+                "fuck from behind standing - woman backside - side view/345_2.jpg",
+                "fuck from behind standing - woman backside - side view/542.jpg",
+                "fuck from behind standing - woman backside - side view/68.jpg",
+                "fuck from behind standing - woman backside - side view/68_2.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review kept the existing standing backside side-view route "
+                "unchanged. It already has a coherent reviewed subset; remaining images "
+                "do not add a distinct repeated camera family in this pass."
+            ),
+        },
+    ],
+    "doggy - back view - 3-4 angle": [
+        {
+            "variant_key": "normal_doggy_generic_back_three_quarter",
+            "review_bucket": "back_three_quarter",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "doggy - back view - 3-4 angle/0002.jpg",
+                "doggy - back view - 3-4 angle/0002_2.jpg",
+                "doggy - back view - 3-4 angle/0008_2.jpg",
+                "doggy - back view - 3-4 angle/0013.jpg",
+                "doggy - back view - 3-4 angle/0015.jpg",
+                "doggy - back view - 3-4 angle/0017.jpg",
+                "doggy - back view - 3-4 angle/0021.jpg",
+                "doggy - back view - 3-4 angle/132.jpg",
+                "doggy - back view - 3-4 angle/145.jpg",
+                "doggy - back view - 3-4 angle/183.jpg",
+                "doggy - back view - 3-4 angle/185.jpg",
+                "doggy - back view - 3-4 angle/227.jpg",
+                "doggy - back view - 3-4 angle/39.jpg",
+                "doggy - back view - 3-4 angle/41.jpg",
+                "doggy - back view - 3-4 angle/77.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review confirmed the existing generic rear three-quarter "
+                "route as a coherent back-offset camera family. References were expanded "
+                "while low/close and laying-drift examples remain outside the selected subset."
+            ),
+        }
+    ],
+    "woman solo showing her hass - back view": [
+        {
+            "variant_key": "normal_display_rear_body_standing_back_view",
+            "review_bucket": "back_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "woman solo showing her hass - back view/0002.jpg",
+                "woman solo showing her hass - back view/0006.jpg",
+                "woman solo showing her hass - back view/0006_3.jpg",
+                "woman solo showing her hass - back view/0007_2.jpg",
+                "woman solo showing her hass - back view/173.jpg",
+                "woman solo showing her hass - back view/197.jpg",
+                "woman solo showing her hass - back view/230.jpg",
+                "woman solo showing her hass - back view/235.jpg",
+                "woman solo showing her hass - back view/287.jpg",
+                "woman solo showing her hass - back view/293.jpg",
+                "woman solo showing her hass - back view/300.jpg",
+                "woman solo showing her hass - back view/321.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated upright standing rear-body display "
+                "family. Seated, kneeling, side-leaning, and close-crop rear examples remain "
+                "in the broad source pool or existing rear-body route."
+            ),
+        }
+    ],
+    "couple kissing": [
+        {
+            "variant_key": "normal_couple_kissing_upright_side_profile",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "couple kissing/0001_2.jpg",
+                "couple kissing/0003.jpg",
+                "couple kissing/0005_2.jpg",
+                "couple kissing/16.jpg",
+                "couple kissing/159.jpg",
+                "couple kissing/247.jpg",
+                "couple kissing/247_2.jpg",
+                "couple kissing/253.jpg",
+                "couple kissing/253_2.jpg",
+                "couple kissing/322.jpg",
+                "couple kissing/354.jpg",
+                "couple kissing/379.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated upright side-profile kissing family. "
+                "Seated, bed, close-crop, and front-facing examples remain in the mixed source pool."
+            ),
+        }
+    ],
+    "anal random": [
+        {
+            "variant_key": "normal_anal_random_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "anal random/0005.jpg",
+                "anal random/0006.jpg",
+                "anal random/0015.jpg",
+                "anal random/160_3.jpg",
+                "anal random/188.jpg",
+                "anal random/347_3.jpg",
+                "anal random/347_10.jpg",
+                "anal random/347_11.jpg",
+                "anal random/366.jpg",
+                "anal random/366_3.jpg",
+                "anal random/366_4.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated front-view anal camera family. "
+                "Side, rear, standing, and overhead-like frames remain in the mixed source pool."
+            ),
+        },
+        {
+            "variant_key": "normal_anal_random_back_side_offset_view",
+            "review_bucket": "back_three_quarter",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "anal random/0003.jpg",
+                "anal random/0003_3.jpg",
+                "anal random/0010.jpg",
+                "anal random/0013.jpg",
+                "anal random/119.jpg",
+                "anal random/119_2.jpg",
+                "anal random/119_3.jpg",
+                "anal random/124_2.jpg",
+                "anal random/124_8.jpg",
+                "anal random/347_4.jpg",
+                "anal random/347_5.jpg",
+                "anal random/347_8.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated rear/side-offset anal camera family "
+                "with third-person framing. Front-view, standing, overhead-like, and tight "
+                "close-crop frames remain in the mixed source pool."
+            ),
+        }
+    ],
+    "breasts exposed": [
+        {
+            "variant_key": "normal_display_breasts_exposed_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breasts exposed/0001_3.jpg",
+                "breasts exposed/0006.jpg",
+                "breasts exposed/0008_2.jpg",
+                "breasts exposed/0011_2.jpg",
+                "breasts exposed/141.jpg",
+                "breasts exposed/181.jpg",
+                "breasts exposed/263.jpg",
+                "breasts exposed/302.jpg",
+                "breasts exposed/327.jpg",
+                "breasts exposed/346.jpg",
+                "breasts exposed/594_2.jpg",
+                "breasts exposed/624.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated camera-facing full-body display family "
+                "inside the broad mixed source folder. Seated, side-offset, and tight "
+                "upper-body crops stay separate from this selected subset."
+            ),
+        },
+        {
+            "variant_key": "normal_display_breasts_exposed_side_offset_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breasts exposed/83.jpg",
+                "breasts exposed/196.jpg",
+                "breasts exposed/235.jpg",
+                "breasts exposed/267.jpg",
+                "breasts exposed/271.jpg",
+                "breasts exposed/305.jpg",
+                "breasts exposed/353.jpg",
+                "breasts exposed/373.jpg",
+                "breasts exposed/590.jpg",
+                "breasts exposed/590_2.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated side-offset display family with lateral "
+                "torso orientation and normal third-person framing."
+            ),
+        },
+        {
+            "variant_key": "normal_display_breasts_exposed_standing_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breasts exposed/0002_2.jpg",
+                "breasts exposed/0003.jpg",
+                "breasts exposed/49.jpg",
+                "breasts exposed/138.jpg",
+                "breasts exposed/155.jpg",
+                "breasts exposed/169.jpg",
+                "breasts exposed/190.jpg",
+                "breasts exposed/230.jpg",
+                "breasts exposed/242.jpg",
+                "breasts exposed/302_2.jpg",
+                "breasts exposed/332.jpg",
+                "breasts exposed/368.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated upright standing front-view display "
+                "family. Seated, kneeling, side-offset, and tight crop examples remain in the "
+                "mixed source pool."
+            ),
+        },
+        {
+            "variant_key": "normal_display_breasts_exposed_seated_kneeling_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "breasts exposed/0001_2.jpg",
+                "breasts exposed/0007_2.jpg",
+                "breasts exposed/101_2.jpg",
+                "breasts exposed/154.jpg",
+                "breasts exposed/165.jpg",
+                "breasts exposed/173.jpg",
+                "breasts exposed/259.jpg",
+                "breasts exposed/285.jpg",
+                "breasts exposed/293.jpg",
+                "breasts exposed/322.jpg",
+                "breasts exposed/328.jpg",
+                "breasts exposed/523.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated seated or kneeling front-view display "
+                "family. Standing, side-offset, couple/action, and tight crop examples remain "
+                "outside this selected subset."
+            ),
+        },
+    ],
+    "pussy spread": [
+        {
+            "variant_key": "normal_display_front_open_leg_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "pussy spread/0002_3.jpg",
+                "pussy spread/0003_4.jpg",
+                "pussy spread/0012.jpg",
+                "pussy spread/0015.jpg",
+                "pussy spread/0017.jpg",
+                "pussy spread/80.jpg",
+                "pussy spread/130.jpg",
+                "pussy spread/153.jpg",
+                "pussy spread/296.jpg",
+                "pussy spread/297.jpg",
+                "pussy spread/328.jpg",
+                "pussy spread/367.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated camera-facing front-view display family "
+                "with enough body and room context to stay separate from tight low-close crops."
+            ),
+        },
+        {
+            "variant_key": "normal_display_front_open_leg_low_close",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "pussy spread/1.jpg",
+                "pussy spread/1_2.jpg",
+                "pussy spread/0003.jpg",
+                "pussy spread/0003_2.jpg",
+                "pussy spread/0003_3.jpg",
+                "pussy spread/0010_2.jpg",
+                "pussy spread/0016.jpg",
+                "pussy spread/0016_2.jpg",
+                "pussy spread/41.jpg",
+                "pussy spread/201.jpg",
+                "pussy spread/217_2.jpg",
+                "pussy spread/223.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated low-close front-view display family "
+                "where the foreground body plane dominates the composition."
+            ),
+        },
+        {
+            "variant_key": "normal_display_front_open_leg_side_offset_view",
+            "review_bucket": "side_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "pussy spread/0007.jpg",
+                "pussy spread/0008.jpg",
+                "pussy spread/73.jpg",
+                "pussy spread/121.jpg",
+                "pussy spread/134.jpg",
+                "pussy spread/154_3.jpg",
+                "pussy spread/163.jpg",
+                "pussy spread/175.jpg",
+                "pussy spread/256.jpg",
+                "pussy spread/308.jpg",
+                "pussy spread/311.jpg",
+                "pussy spread/368.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated side-offset seated or reclined "
+                "open-leg display family. Straight front, low-close, and one-off crop "
+                "variants remain in the mixed source pool."
+            ),
+        },
+    ],
+    "reverse cowgirl": [
+        {
+            "variant_key": "normal_reverse_cowgirl_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse cowgirl/0001.jpg",
+                "reverse cowgirl/0004.jpg",
+                "reverse cowgirl/0005_4.jpg",
+                "reverse cowgirl/0014.jpg",
+                "reverse cowgirl/79.jpg",
+                "reverse cowgirl/82.jpg",
+                "reverse cowgirl/145.jpg",
+                "reverse cowgirl/260.jpg",
+                "reverse cowgirl/288.jpg",
+                "reverse cowgirl/319.jpg",
+                "reverse cowgirl/527.jpg",
+                "reverse cowgirl/608.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated front-facing reverse-cowgirl camera family "
+                "across the large mixed source folder. Rear and side labels remain covered "
+                "by the existing dedicated source folders until cleaner selected subsets are chosen."
+            ),
+        },
+        {
+            "variant_key": "normal_reverse_cowgirl_front_three_quarter",
+            "review_bucket": "front_three_quarter",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse cowgirl/153.jpg",
+                "reverse cowgirl/153_2.jpg",
+                "reverse cowgirl/239_2.jpg",
+                "reverse cowgirl/239_3.jpg",
+                "reverse cowgirl/241.jpg",
+                "reverse cowgirl/241_2.jpg",
+                "reverse cowgirl/241_3.jpg",
+                "reverse cowgirl/257.jpg",
+                "reverse cowgirl/287.jpg",
+                "reverse cowgirl/323_2.jpg",
+                "reverse cowgirl/609.jpg",
+                "reverse cowgirl/609_2.jpg",
+            ],
+            "evidence_notes": (
+                "Paged review found a repeated front-offset reverse-cowgirl camera family "
+                "where the woman's body turns partly toward camera while the partner remains "
+                "visible below or behind her in third person."
+            ),
+        },
+        {
+            "variant_key": "normal_reverse_cowgirl_low_close_front_view",
+            "review_bucket": "front_view",
+            "status": "pre_ab_candidate",
+            "selection_date": "2026-07-02",
+            "reference_images": [
+                "reverse cowgirl/0009.jpg",
+                "reverse cowgirl/0009_2.jpg",
+                "reverse cowgirl/0009_3.jpg",
+                "reverse cowgirl/0015.jpg",
+                "reverse cowgirl/0015_2.jpg",
+                "reverse cowgirl/0016_2.jpg",
+                "reverse cowgirl/170.jpg",
+                "reverse cowgirl/261.jpg",
+                "reverse cowgirl/332.jpg",
+                "reverse cowgirl/332_2.jpg",
+                "reverse cowgirl/551.jpg",
+                "reverse cowgirl/618.jpg",
+            ],
+            "evidence_notes": (
+                "Residual-pool review found a repeated low-close front-view reverse-cowgirl "
+                "family where the foreground contact plane dominates while the subject remains "
+                "visible in third-person framing. Wider room-context front views stay in the "
+                "existing front-view subset."
+            ),
+        }
+    ]
+}
+
+ACCEPTANCE_GATES: tuple[str, ...] = (
+    "camera_geometry",
+    "pose_ownership",
+    "workspace_continuity",
+    "clothing_visibility",
+    "subject_identity",
+    "body_proportion_control",
+    "prompt_noise",
+    "atlas_reference_match",
+)
+
+GATE_DESCRIPTIONS: dict[str, str] = {
+    "camera_geometry": "Camera angle, elevation, side/front/back orientation, and framing match the atlas family.",
+    "pose_ownership": "The visible actors own the pose correctly, with no POV body cues leaking into normal-camera framing.",
+    "workspace_continuity": "Workspace/lounge details support the camera angle instead of fighting the pose.",
+    "clothing_visibility": "Clothing cues stay attached to the intended visible subject and only describe garments visible in this pose.",
+    "subject_identity": "The same woman identity, face, hair, eyes, and body type remain stable across fixed-seed variants.",
+    "body_proportion_control": "Penis/body proportions and limb lengths stay plausible for the selected atlas framing.",
+    "prompt_noise": "Prompt text uses direct visual cues, with option, negative, and instruction-like wording removed from positive text.",
+    "atlas_reference_match": "The generated frame can be matched back to the selected atlas references for this variant.",
+}
+
+PROMPT_NOISE_PATTERNS: tuple[tuple[str, re.Pattern[str]], ...] = (
+    ("option_word", re.compile(r"\b(?:may|optionally|either|or)\b", flags=re.IGNORECASE)),
+    ("negative_word", re.compile(r"\b(?:without|never|no|not)\b", flags=re.IGNORECASE)),
+    ("contrast_wording", re.compile(r"\brather than\b", flags=re.IGNORECASE)),
+    ("instruction_wording", re.compile(r"\b(?:avoid|exclude|prevent|forbid|should|must)\b", flags=re.IGNORECASE)),
+)
+
+
+def _load_json(path: Path) -> dict[str, Any]:
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def load_atlas() -> dict[str, Any]:
+    return _load_json(CATALOG_DIR / "normal_camera_atlas.json")
+
+
+def load_variants() -> dict[str, Any]:
+    return _load_json(CATALOG_DIR / "normal_camera_variants.json")
+
+
+def _limited(items: list[dict[str, Any]], limit: int | None) -> list[dict[str, Any]]:
+    if limit is None:
+        return items
+    if limit < 0:
+        raise ValueError("limit must be non-negative")
+    return items[:limit]
+
+
+def _natural_sort_key(text: str) -> list[int | str]:
+    return [int(part) if part.isdigit() else part.lower() for part in re.split(r"(\d+)", text)]
+
+
+def _safe_artifact_stem(text: str) -> str:
+    stem = re.sub(r"[^a-z0-9]+", "_", text.lower()).strip("_")
+    return stem or "folder"
+
+
+def _folder_alias(folder_name: str) -> dict[str, Any]:
+    alias = SOURCE_FOLDER_ALIASES.get(folder_name) or {}
+    canonical_folder = str(alias.get("canonical_folder") or folder_name)
+    return {
+        "exact_source_folder": folder_name,
+        "canonical_folder": canonical_folder,
+        "canonical_key": _safe_artifact_stem(canonical_folder),
+        "alias_applied": bool(alias),
+        "alias_reason": str(alias.get("alias_reason") or ""),
+    }
+
+
+def _atlas_folder_rows() -> list[dict[str, Any]]:
+    return list(load_atlas().get("folders") or [])
+
+
+def _atlas_folder_row(folder_name: str) -> dict[str, Any]:
+    for folder in _atlas_folder_rows():
+        if folder.get("folder") == folder_name:
+            return folder
+    raise KeyError(f"unknown normal-camera atlas folder: {folder_name}")
+
+
+def _variant_reference_map() -> dict[str, set[str]]:
+    refs_by_folder: dict[str, set[str]] = {}
+    for variant in load_variants().get("variants") or []:
+        for ref in _reference_images(variant):
+            folder = ref.rsplit("/", 1)[0]
+            refs_by_folder.setdefault(folder, set()).add(ref)
+    return refs_by_folder
+
+
+def _covered_variant_folders() -> set[str]:
+    covered: set[str] = set()
+    for variant in load_variants().get("variants") or []:
+        for folder in variant.get("atlas_folders") or []:
+            folder_text = str(folder)
+            if folder_text.strip():
+                covered.add(folder_text)
+    return covered
+
+
+def _folder_image_refs(folder_name: str) -> list[str]:
+    atlas_root = Path(str(load_atlas().get("atlas_root") or ""))
+    source_dir = atlas_root / folder_name
+    if source_dir.is_dir():
+        image_names = sorted(
+            (path.name for path in source_dir.iterdir() if path.is_file() and path.suffix.lower() == ".jpg"),
+            key=_natural_sort_key,
+        )
+        return [f"{folder_name}/{name}" for name in image_names]
+    return [str(ref) for ref in _atlas_folder_row(folder_name).get("reference_images") or [] if str(ref).strip()]
+
+
+def _variant_rows(status: str | None = None, limit: int | None = None) -> list[dict[str, Any]]:
+    variants = load_variants().get("variants") or []
+    rows = [variant for variant in variants if not status or variant.get("status") == status]
+    return _limited(rows, limit)
+
+
+def _reference_images(variant: dict[str, Any]) -> list[str]:
+    return [str(ref) for ref in variant.get("reference_images") or [] if str(ref).strip()]
+
+
+def _source_prompt_cues(variant: dict[str, Any]) -> list[str]:
+    return [str(cue).strip() for cue in variant.get("prompt_cues") or [] if str(cue).strip()]
+
+
+def _avoid_cues(variant: dict[str, Any]) -> list[str]:
+    return [str(cue).strip() for cue in variant.get("avoid_cues") or [] if str(cue).strip()]
+
+
+def _prompt_noise(cue: str) -> list[str]:
+    return [name for name, pattern in PROMPT_NOISE_PATTERNS if pattern.search(cue)]
+
+
+def _prompt_cue_review(variant: dict[str, Any]) -> dict[str, Any]:
+    positive_cues: list[str] = []
+    blocked_cues: list[dict[str, Any]] = []
+    for cue in _source_prompt_cues(variant):
+        issues = _prompt_noise(cue)
+        if issues:
+            blocked_cues.append({"cue": cue, "issues": issues})
+        else:
+            positive_cues.append(cue)
+    state = "prompt_ready" if positive_cues and not blocked_cues else "needs_prompt_cleanup"
+    return {
+        "state": state,
+        "positive_prompt_cues": positive_cues,
+        "blocked_prompt_cues": blocked_cues,
+        "prompt_text": ". ".join(positive_cues) + ("." if positive_cues else ""),
+    }
+
+
+def _unused_pool_suggested_action(folder: dict[str, Any], covered_by_variants: bool) -> str:
+    if not covered_by_variants:
+        return "review_contact_sheet"
+    if folder.get("camera_view") == "mixed_or_unspecified" or folder.get("catalog_status") == "action_reference_only":
+        return "split_or_expand_selected_reference_subvariants"
+    return "mine_remaining_reference_images"
+
+
+def build_unused_pool_backlog(limit: int | None = None) -> dict[str, Any]:
+    refs_by_folder = _variant_reference_map()
+    covered_folders = _covered_variant_folders()
+    rows: list[dict[str, Any]] = []
+    for folder in _atlas_folder_rows():
+        image_count = int(folder.get("image_count") or 0)
+        if image_count <= 0:
+            continue
+        folder_name = str(folder.get("folder") or "")
+        selected_reference_count = len(refs_by_folder.get(folder_name, set()))
+        remaining_image_count = max(image_count - selected_reference_count, 0)
+        if remaining_image_count <= 0:
+            continue
+        covered_by_variants = folder_name in covered_folders
+        rows.append(
+            {
+                "folder": folder_name,
+                "folder_alias": _folder_alias(folder_name),
+                "image_count": image_count,
+                "selected_reference_count": selected_reference_count,
+                "remaining_image_count": remaining_image_count,
+                "covered_by_variants": covered_by_variants,
+                "camera_view": folder.get("camera_view"),
+                "action_family": folder.get("action_family"),
+                "catalog_status": folder.get("catalog_status"),
+                "suggested_action": _unused_pool_suggested_action(folder, covered_by_variants),
+            }
+        )
+    rows.sort(key=lambda row: (-int(row["remaining_image_count"]), str(row["folder"])))
+    selected = _limited(rows, limit)
+    return {
+        "schema": UNUSED_POOL_BACKLOG_SCHEMA,
+        "no_generation": True,
+        "atlas_root": load_atlas().get("atlas_root"),
+        "source_inventory": "categories/normal_camera_atlas.json",
+        "source_variant_catalog": "categories/normal_camera_variants.json",
+        "selection": "non-empty folders with unselected images, sorted by remaining image count",
+        "available_folder_count": len(rows),
+        "selected_count": len(selected),
+        "folders": selected,
+    }
+
+
+def _selected_review_items(folder_name: str) -> dict[str, dict[str, Any]]:
+    items: dict[str, dict[str, Any]] = {}
+    for selected in REVIEW_SELECTED_SUBVARIANTS.get(folder_name, []):
+        for ref in selected.get("reference_images") or []:
+            ref_text = str(ref)
+            if not ref_text.strip():
+                continue
+            items[ref_text] = {
+                "reference_image": ref_text,
+                "review_decision": "selected_reference",
+                "review_bucket": selected.get("review_bucket"),
+                "variant_key": selected.get("variant_key"),
+                "selection_date": selected.get("selection_date"),
+                "review_notes": selected.get("evidence_notes") or "",
+            }
+    return items
+
+
+def _review_items(folder_name: str, image_refs: list[str]) -> list[dict[str, Any]]:
+    selected_by_ref = _selected_review_items(folder_name)
+    items: list[dict[str, Any]] = []
+    for index, ref in enumerate(image_refs, start=1):
+        selected = selected_by_ref.get(ref)
+        if selected:
+            item = dict(selected)
+            item["index"] = index
+        else:
+            item = {
+                "index": index,
+                "reference_image": ref,
+                "review_decision": "residual_unassigned",
+                "review_bucket": "unassigned",
+                "variant_key": None,
+                "selection_date": None,
+                "review_notes": "",
+                "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket",
+            }
+        items.append(item)
+    return items
+
+
+def _contact_sheet_pages(
+    image_refs: list[str],
+    page_size: int,
+    review_items_by_ref: dict[str, dict[str, Any]] | None = None,
+) -> list[dict[str, Any]]:
+    pages: list[dict[str, Any]] = []
+    for page_index, start in enumerate(range(0, len(image_refs), page_size), start=1):
+        page_refs = image_refs[start : start + page_size]
+        pages.append(
+            {
+                "page": page_index,
+                "html_anchor": f"page-{page_index:02d}",
+                "start_index": start + 1,
+                "end_index": start + len(page_refs),
+                "image_count": len(page_refs),
+                "images": [
+                    {
+                        "index": start + offset + 1,
+                        "reference_image": ref,
+                        "review_bucket": (review_items_by_ref or {}).get(ref, {}).get("review_bucket") or "unassigned",
+                        "review_decision": (review_items_by_ref or {}).get(ref, {}).get("review_decision")
+                        or "residual_unassigned",
+                        "variant_key": (review_items_by_ref or {}).get(ref, {}).get("variant_key"),
+                        "notes": (review_items_by_ref or {}).get(ref, {}).get("review_notes") or "",
+                    }
+                    for offset, ref in enumerate(page_refs)
+                ],
+            }
+        )
+    return pages
+
+
+def build_review_manifest(folder_name: str, page_size: int = 40) -> dict[str, Any]:
+    if page_size <= 0:
+        raise ValueError("page_size must be positive")
+    folder = _atlas_folder_row(folder_name)
+    image_refs = _folder_image_refs(folder_name)
+    review_items = _review_items(folder_name, image_refs)
+    review_items_by_ref = {str(item["reference_image"]): item for item in review_items}
+    return {
+        "schema": REVIEW_MANIFEST_SCHEMA,
+        "no_generation": True,
+        "atlas_root": load_atlas().get("atlas_root"),
+        "folder": folder_name,
+        "folder_alias": _folder_alias(folder_name),
+        "image_count": len(image_refs),
+        "action_family": folder.get("action_family"),
+        "source_camera_view": folder.get("camera_view"),
+        "source_catalog_status": folder.get("catalog_status"),
+        "review_state": "contact_sheet_ready",
+        "methodology": [
+            "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
+            "Cluster only repeated non-POV camera/pose families.",
+            "Draft positive-only visual prompt cues from selected atlas references.",
+            "Keep weak, mixed, or one-off groups as needs_samples.",
+        ],
+        "review_bucket_values": REVIEW_BUCKET_VALUES,
+        "selected_subvariants": REVIEW_SELECTED_SUBVARIANTS.get(folder_name, []),
+        "review_items": review_items,
+        "contact_sheet_pages": _contact_sheet_pages(image_refs, page_size, review_items_by_ref),
+    }
+
+
+def build_contact_sheet_html(folder_name: str, page_size: int = 40) -> str:
+    manifest = build_review_manifest(folder_name, page_size)
+    atlas_root = Path(str(manifest.get("atlas_root") or ""))
+    title = f"Normal Camera Review Contact Sheet: {folder_name}"
+    review_items_by_ref = {str(item.get("reference_image")): item for item in manifest.get("review_items") or []}
+    alias = manifest.get("folder_alias") or {}
+    lines = [
+        "<!doctype html>",
+        '<html lang="en">',
+        "<head>",
+        '<meta charset="utf-8">',
+        f"<title>{html.escape(title)}</title>",
+        "<style>",
+        "body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}",
+        "h1{font-size:22px;margin:0 0 8px}",
+        "h2{font-size:18px;margin:28px 0 12px}",
+        ".meta{margin:0 0 16px;color:#4b5563}",
+        ".buckets{display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:8px;margin:16px 0}",
+        ".bucket{background:#fff;border:1px solid #d0d7de;border-radius:6px;padding:8px}",
+        ".grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(140px,1fr));gap:10px}",
+        "figure{margin:0;background:#fff;border:1px solid #d0d7de;border-radius:6px;overflow:hidden}",
+        "img{display:block;width:100%;height:150px;object-fit:cover;background:#ddd}",
+        "figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}",
+        ".bucket-slot{display:block;margin-top:4px;color:#6b7280}",
+        "</style>",
+        "</head>",
+        "<body>",
+        f"<h1>{html.escape(title)}</h1>",
+        (
+            f'<p class="meta">No-generation contact sheet. {manifest["image_count"]} JPGs from '
+            f'<code>{html.escape(folder_name)}</code>. Review buckets are placeholders until visual review assigns them.</p>'
+        ),
+        (
+            f'<p class="meta">Canonical folder label: <code>{html.escape(str(alias.get("canonical_folder") or folder_name))}</code>.</p>'
+        ),
+        '<div class="buckets">',
+    ]
+    for bucket, description in REVIEW_BUCKET_VALUES.items():
+        lines.append(f'<div class="bucket"><strong>{html.escape(bucket)}</strong><br>{html.escape(description)}</div>')
+    lines.append("</div>")
+    for page in manifest["contact_sheet_pages"]:
+        lines.append(f'<h2 id="{html.escape(page["html_anchor"])}">Page {page["page"]}: {page["start_index"]}-{page["end_index"]}</h2>')
+        lines.append('<div class="grid">')
+        for image in page["images"]:
+            ref = str(image["reference_image"])
+            src = (atlas_root / ref).as_uri() if atlas_root.is_absolute() else ref
+            review_item = review_items_by_ref.get(ref) or {}
+            review_bucket = str(review_item.get("review_bucket") or "unassigned")
+            review_decision = str(review_item.get("review_decision") or "residual_unassigned")
+            selected_variant = str(review_item.get("variant_key") or "")
+            bucket_label = review_bucket
+            variant_label = f" / {selected_variant}" if selected_variant else ""
+            lines.extend(
+                [
+                    (
+                        f'<figure data-review-bucket="{html.escape(review_bucket)}" '
+                        f'data-review-decision="{html.escape(review_decision)}" '
+                        f'data-selected-variant="{html.escape(selected_variant)}" '
+                        f'data-reference-image="{html.escape(ref)}">'
+                    ),
+                    f'<img src="{html.escape(src)}" alt="{html.escape(ref)}">',
+                    (
+                        f'<figcaption><strong>{image["index"]:03d}</strong> '
+                        f'{html.escape(ref)}<span class="bucket-slot">bucket: {html.escape(bucket_label)}'
+                        f'{html.escape(variant_label)}</span></figcaption>'
+                    ),
+                    "</figure>",
+                ]
+            )
+        lines.append("</div>")
+    lines.extend(["</body>", "</html>", ""])
+    return "\n".join(lines)
+
+
+def _review_index_rows() -> list[dict[str, Any]]:
+    rows: list[dict[str, Any]] = []
+    for folder_name in DEFAULT_REVIEW_FOLDERS:
+        manifest = build_review_manifest(folder_name)
+        stem = _safe_artifact_stem(folder_name)
+        decision_counts: dict[str, int] = {}
+        for item in manifest.get("review_items") or []:
+            decision = str(item.get("review_decision") or "unknown")
+            decision_counts[decision] = decision_counts.get(decision, 0) + 1
+        rows.append(
+            {
+                "folder": folder_name,
+                "folder_alias": manifest.get("folder_alias"),
+                "image_count": manifest.get("image_count"),
+                "action_family": manifest.get("action_family"),
+                "source_camera_view": manifest.get("source_camera_view"),
+                "source_catalog_status": manifest.get("source_catalog_status"),
+                "selected_subvariant_count": len(manifest.get("selected_subvariants") or []),
+                "selected_reference_count": int(decision_counts.get("selected_reference") or 0),
+                "residual_unassigned_count": int(decision_counts.get("residual_unassigned") or 0),
+                "review_decision_counts": decision_counts,
+                "manifest_path": f"{stem}_review_manifest.json",
+                "contact_sheet_path": f"{stem}_contact_sheet.html",
+            }
+        )
+    return rows
+
+
+def _markdown_cell(value: Any) -> str:
+    return str(value if value is not None else "").replace("|", "\\|")
+
+
+def build_review_index_markdown() -> str:
+    lines = [
+        "# Normal Camera Review Index",
+        "",
+        "No-generation index for local review manifests and contact sheets.",
+        "",
+        "| Source folder | Canonical label | Images | Selected refs | Residual | Manifest | Contact sheet |",
+        "| --- | --- | ---: | ---: | ---: | --- | --- |",
+    ]
+    for row in _review_index_rows():
+        alias = row.get("folder_alias") or {}
+        lines.append(
+            "| "
+            + " | ".join(
+                [
+                    _markdown_cell(row.get("folder")),
+                    _markdown_cell(alias.get("canonical_folder")),
+                    _markdown_cell(row.get("image_count")),
+                    _markdown_cell(row.get("selected_reference_count")),
+                    _markdown_cell(row.get("residual_unassigned_count")),
+                    f"[manifest]({_markdown_cell(row.get('manifest_path'))})",
+                    f"[contact sheet]({_markdown_cell(row.get('contact_sheet_path'))})",
+                ]
+            )
+            + " |"
+        )
+    lines.append("")
+    return "\n".join(lines)
+
+
+def build_review_index_html() -> str:
+    lines = [
+        "<!doctype html>",
+        '<html lang="en">',
+        "<head>",
+        '<meta charset="utf-8">',
+        "<title>Normal Camera Review Index</title>",
+        "<style>",
+        "body{font-family:Arial,sans-serif;margin:24px;background:#f6f6f3;color:#1f2328}",
+        "h1{font-size:22px;margin:0 0 8px}",
+        ".meta{margin:0 0 16px;color:#4b5563}",
+        "table{border-collapse:collapse;width:100%;background:#fff}",
+        "th,td{border:1px solid #d0d7de;padding:8px;text-align:left;font-size:13px;vertical-align:top}",
+        "th{background:#eef0f3}",
+        "td.num{text-align:right}",
+        "code{font-size:12px}",
+        "</style>",
+        "</head>",
+        "<body>",
+        "<h1>Normal Camera Review Index</h1>",
+        '<p class="meta">No-generation index for local review manifests and contact sheets.</p>',
+        "<table>",
+        "<thead><tr><th>Source folder</th><th>Canonical label</th><th>Images</th><th>Selected refs</th><th>Residual</th><th>Manifest</th><th>Contact sheet</th></tr></thead>",
+        "<tbody>",
+    ]
+    for row in _review_index_rows():
+        alias = row.get("folder_alias") or {}
+        manifest_path = str(row.get("manifest_path") or "")
+        contact_sheet_path = str(row.get("contact_sheet_path") or "")
+        lines.append(
+            "<tr>"
+            f"<td><code>{html.escape(str(row.get('folder') or ''))}</code></td>"
+            f"<td><code>{html.escape(str(alias.get('canonical_folder') or ''))}</code></td>"
+            f"<td class=\"num\">{html.escape(str(row.get('image_count') or 0))}</td>"
+            f"<td class=\"num\">{html.escape(str(row.get('selected_reference_count') or 0))}</td>"
+            f"<td class=\"num\">{html.escape(str(row.get('residual_unassigned_count') or 0))}</td>"
+            f'<td><a href="{html.escape(manifest_path)}">manifest</a></td>'
+            f'<td><a href="{html.escape(contact_sheet_path)}">contact sheet</a></td>'
+            "</tr>"
+        )
+    lines.extend(["</tbody>", "</table>", "</body>", "</html>", ""])
+    return "\n".join(lines)
+
+
+def build_needs_samples_acquisition(limit: int | None = None) -> dict[str, Any]:
+    rows: list[dict[str, Any]] = []
+    for variant in _variant_rows("needs_samples"):
+        reference_count = len(_reference_images(variant))
+        missing_reference_count = max(NEEDS_SAMPLES_TARGET_REFERENCE_COUNT - reference_count, 0)
+        rows.append(
+            {
+                "variant_key": variant.get("key"),
+                "family": variant.get("family"),
+                "action_family": variant.get("action_family"),
+                "camera_view": variant.get("camera_view"),
+                "atlas_folders": list(variant.get("atlas_folders") or []),
+                "folder_aliases": [_folder_alias(str(folder)) for folder in variant.get("atlas_folders") or []],
+                "reference_count": reference_count,
+                "target_reference_count": NEEDS_SAMPLES_TARGET_REFERENCE_COUNT,
+                "missing_reference_count": missing_reference_count,
+                "canonical_geometry": variant.get("canonical_geometry"),
+                "suggested_action": "collect_or_mine_repeatable_non_pov_references",
+                "review_notes": variant.get("pre_ab_notes") or (variant.get("visual_review") or {}).get("notes") or "",
+            }
+        )
+    rows.sort(
+        key=lambda row: (
+            -int(row["missing_reference_count"]),
+            str(row.get("action_family") or ""),
+            str(row.get("variant_key") or ""),
+        )
+    )
+    for index, row in enumerate(rows, start=1):
+        row["acquisition_rank"] = index
+    selected = _limited(rows, limit)
+    return {
+        "schema": NEEDS_SAMPLES_ACQUISITION_SCHEMA,
+        "no_generation": True,
+        "atlas_root": load_variants().get("atlas_root"),
+        "source_variant_catalog": "categories/normal_camera_variants.json",
+        "selection": "needs_samples variants sorted by missing reference count, action family, and variant key",
+        "target_reference_count": NEEDS_SAMPLES_TARGET_REFERENCE_COUNT,
+        "available_variant_count": len(rows),
+        "selected_count": len(selected),
+        "variants": selected,
+    }
+
+
+def build_needs_samples_acquisition_markdown(limit: int | None = None) -> str:
+    acquisition = build_needs_samples_acquisition(limit)
+    lines = [
+        "# Normal Camera Needs-Samples Acquisition",
+        "",
+        "No-generation acquisition list for variants that are not ready for fixed-seed pre-A/B testing.",
+        "",
+        f"Target reference count per promoted selected-reference family: {NEEDS_SAMPLES_TARGET_REFERENCE_COUNT}.",
+        "",
+        "| Rank | Variant | Action | Camera | Refs | Missing | Source folders |",
+        "| ---: | --- | --- | --- | ---: | ---: | --- |",
+    ]
+    for row in acquisition.get("variants") or []:
+        folders = ", ".join(str(folder) for folder in row.get("atlas_folders") or [])
+        lines.append(
+            "| "
+            + " | ".join(
+                [
+                    _markdown_cell(row.get("acquisition_rank")),
+                    _markdown_cell(row.get("variant_key")),
+                    _markdown_cell(row.get("action_family")),
+                    _markdown_cell(row.get("camera_view")),
+                    _markdown_cell(row.get("reference_count")),
+                    _markdown_cell(row.get("missing_reference_count")),
+                    _markdown_cell(folders),
+                ]
+            )
+            + " |"
+        )
+    lines.append("")
+    return "\n".join(lines)
+
+
+def _candidate_base(variant: dict[str, Any], rank: int) -> dict[str, Any]:
+    hook = variant.get("generator_hook") or {}
+    return {
+        "priority_rank": rank,
+        "key": variant.get("key"),
+        "family": variant.get("family"),
+        "action_family": variant.get("action_family"),
+        "camera_view": variant.get("camera_view"),
+        "status": variant.get("status"),
+        "atlas_folders": list(variant.get("atlas_folders") or []),
+        "reference_images": _reference_images(variant),
+        "canonical_geometry": variant.get("canonical_geometry"),
+        "acceptance_gates": list(ACCEPTANCE_GATES),
+        "priority_reason": (
+            "Catalog status is pre_ab_candidate with representative references; "
+            "catalog order is preserved until fixed-seed evidence exists."
+        ),
+        "generator_hook_notes": hook.get("notes"),
+    }
+
+
+def build_priority_plan(limit: int | None = None) -> dict[str, Any]:
+    variants_catalog = load_variants()
+    selected = _variant_rows("pre_ab_candidate", limit)
+    all_pre_ab = _variant_rows("pre_ab_candidate")
+    status_counts = (variants_catalog.get("inventory") or {}).get("status_counts") or {}
+    return {
+        "schema": PRIORITY_PLAN_SCHEMA,
+        "no_generation": True,
+        "atlas_root": variants_catalog.get("atlas_root"),
+        "source_variant_catalog": "categories/normal_camera_variants.json",
+        "available_pre_ab_count": len(all_pre_ab),
+        "selected_count": len(selected),
+        "deferred_counts": {
+            "needs_samples": int(status_counts.get("needs_samples") or 0),
+            "hold": int(status_counts.get("hold") or 0),
+        },
+        "acceptance_gate_descriptions": GATE_DESCRIPTIONS,
+        "candidates": [_candidate_base(variant, index) for index, variant in enumerate(selected, start=1)],
+    }
+
+
+def build_prompt_cue_batch(limit: int | None = None) -> dict[str, Any]:
+    selected = _variant_rows("pre_ab_candidate", limit)
+    items: list[dict[str, Any]] = []
+    for index, variant in enumerate(selected, start=1):
+        cue_review = _prompt_cue_review(variant)
+        items.append(
+            {
+                "batch_rank": index,
+                "variant_key": variant.get("key"),
+                "family": variant.get("family"),
+                "camera_view": variant.get("camera_view"),
+                "atlas_folders": list(variant.get("atlas_folders") or []),
+                "reference_images": _reference_images(variant),
+                "canonical_geometry": variant.get("canonical_geometry"),
+                "source_prompt_cues": _source_prompt_cues(variant),
+                "review_only_avoid_cues": _avoid_cues(variant),
+                "state": cue_review["state"],
+                "positive_prompt_cues": cue_review["positive_prompt_cues"],
+                "blocked_prompt_cues": cue_review["blocked_prompt_cues"],
+                "prompt_text": cue_review["prompt_text"],
+                "prompt_order": [
+                    "subject_identity",
+                    "scene_anchor",
+                    "camera_pose_cues",
+                    "pose-visible_clothing_cues",
+                    "expression_eye_cues",
+                ],
+                "later_test_seed_slots": {
+                    "generator_seed": None,
+                    "sampling_seed": None,
+                    "fixed_subject_seed": None,
+                },
+            }
+        )
+    return {
+        "schema": PROMPT_CUE_BATCH_SCHEMA,
+        "no_generation": True,
+        "atlas_root": load_variants().get("atlas_root"),
+        "selection": "pre_ab_candidate variants in catalog order",
+        "items": items,
+    }
+
+
+def build_score_sheet(limit: int | None = None) -> dict[str, Any]:
+    selected = _variant_rows("pre_ab_candidate", limit)
+    rows = []
+    for index, variant in enumerate(selected, start=1):
+        rows.append(
+            {
+                "batch_rank": index,
+                "variant_key": variant.get("key"),
+                "family": variant.get("family"),
+                "camera_view": variant.get("camera_view"),
+                "atlas_folders": list(variant.get("atlas_folders") or []),
+                "reference_images": _reference_images(variant),
+                "test_prompt_id": None,
+                "image_path": None,
+                "generator_seed": None,
+                "sampling_seed": None,
+                "scores": {gate: None for gate in ACCEPTANCE_GATES},
+                "notes": "",
+                "decision": None,
+            }
+        )
+    return {
+        "schema": SCORE_SHEET_SCHEMA,
+        "no_generation": True,
+        "atlas_root": load_variants().get("atlas_root"),
+        "acceptance_gates": list(ACCEPTANCE_GATES),
+        "acceptance_gate_descriptions": GATE_DESCRIPTIONS,
+        "score_scale": {
+            "0": "fails the gate",
+            "1": "partial or unstable",
+            "2": "usable but needs wording refinement",
+            "3": "strong enough to preserve as candidate wording",
+        },
+        "rows": rows,
+    }
+
+
+def build_acceptance_gates_markdown() -> str:
+    lines = [
+        "# Normal Camera Pre-A/B Acceptance Gates",
+        "",
+        "No-generation gate sheet for later fixed-seed generation review. This file does not record generated evidence.",
+        "",
+    ]
+    for gate in ACCEPTANCE_GATES:
+        lines.append(f"- `{gate}`: {GATE_DESCRIPTIONS[gate]}")
+    lines.extend(
+        [
+            "",
+            "Prompt-ready cues must stay positive and direct. Cues with option words, negative wording, or instruction-like cleanup text remain review-only until manually rewritten from atlas evidence.",
+            "",
+        ]
+    )
+    return "\n".join(lines)
+
+
+def write_artifacts(output_dir: Path = DEFAULT_OUTPUT_DIR, limit: int | None = None, indent: int = 2) -> dict[str, Path]:
+    output_dir.mkdir(parents=True, exist_ok=True)
+    review_dir = output_dir / "review"
+    artifacts: dict[str, tuple[Path, Any]] = {
+        "priority_plan": (output_dir / "normal_camera_priority_plan.json", build_priority_plan(limit)),
+        "prompt_cue_batch": (output_dir / "normal_camera_prompt_cue_batch.json", build_prompt_cue_batch(limit)),
+        "score_sheet": (output_dir / "normal_camera_score_sheet.json", build_score_sheet(limit)),
+        "acceptance_gates": (output_dir / "normal_camera_acceptance_gates.md", build_acceptance_gates_markdown()),
+        "unused_pool_backlog": (output_dir / "normal_camera_unused_pool_backlog.json", build_unused_pool_backlog(limit)),
+        "needs_samples_acquisition": (
+            output_dir / "normal_camera_needs_samples_acquisition.json",
+            build_needs_samples_acquisition(limit),
+        ),
+        "needs_samples_acquisition_md": (
+            output_dir / "normal_camera_needs_samples_acquisition.md",
+            build_needs_samples_acquisition_markdown(limit),
+        ),
+    }
+    for folder_name in DEFAULT_REVIEW_FOLDERS:
+        stem = _safe_artifact_stem(folder_name)
+        artifacts[f"{stem}_review_manifest"] = (
+            review_dir / f"{stem}_review_manifest.json",
+            build_review_manifest(folder_name),
+        )
+        artifacts[f"{stem}_contact_sheet"] = (
+            review_dir / f"{stem}_contact_sheet.html",
+            build_contact_sheet_html(folder_name),
+        )
+    artifacts["review_index_md"] = (review_dir / "index.md", build_review_index_markdown())
+    artifacts["review_index_html"] = (review_dir / "index.html", build_review_index_html())
+    written: dict[str, Path] = {}
+    for name, (path, payload) in artifacts.items():
+        path.parent.mkdir(parents=True, exist_ok=True)
+        if isinstance(payload, str):
+            path.write_text(payload, encoding="utf-8")
+        else:
+            path.write_text(json.dumps(payload, indent=indent) + "\n", encoding="utf-8")
+        written[name] = path
+    return written
+
+
+def _parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--limit", type=int, default=None, help="Limit selected pre-A/B variants.")
+    parser.add_argument("--indent", type=int, default=2, help="JSON indentation for written/printed artifacts.")
+    parser.add_argument("--output-dir", type=Path, default=DEFAULT_OUTPUT_DIR, help="Artifact output directory.")
+    parser.add_argument(
+        "--artifact",
+        choices=(
+            "priority-plan",
+            "prompt-cue-batch",
+            "score-sheet",
+            "acceptance-gates",
+            "unused-pool-backlog",
+            "needs-samples-acquisition",
+            "needs-samples-acquisition-md",
+            "review-manifest",
+            "contact-sheet-html",
+            "review-index-md",
+            "review-index-html",
+        ),
+        default="priority-plan",
+        help="Artifact to print when --write-artifacts is not set.",
+    )
+    parser.add_argument("--review-folder", default="reverse cowgirl", help="Folder to use for review-manifest/contact-sheet-html artifacts.")
+    parser.add_argument("--page-size", type=int, default=40, help="Review contact-sheet page size.")
+    parser.add_argument("--write-artifacts", action="store_true", help="Write all normal-camera prep artifacts.")
+    return parser
+
+
+def main(argv: list[str] | None = None) -> int:
+    args = _parser().parse_args(argv)
+    if args.write_artifacts:
+        written = write_artifacts(args.output_dir, args.limit, args.indent)
+        for name, path in written.items():
+            print(f"{name}: {path}")
+        return 0
+
+    payloads: dict[str, Any] = {
+        "priority-plan": build_priority_plan(args.limit),
+        "prompt-cue-batch": build_prompt_cue_batch(args.limit),
+        "score-sheet": build_score_sheet(args.limit),
+        "acceptance-gates": build_acceptance_gates_markdown(),
+        "unused-pool-backlog": build_unused_pool_backlog(args.limit),
+        "needs-samples-acquisition": build_needs_samples_acquisition(args.limit),
+        "needs-samples-acquisition-md": build_needs_samples_acquisition_markdown(args.limit),
+        "review-manifest": build_review_manifest(str(args.review_folder), args.page_size),
+        "contact-sheet-html": build_contact_sheet_html(str(args.review_folder), args.page_size),
+        "review-index-md": build_review_index_markdown(),
+        "review-index-html": build_review_index_html(),
+    }
+    payload = payloads[args.artifact]
+    if isinstance(payload, str):
+        print(payload)
+    else:
+        print(json.dumps(payload, indent=args.indent))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/normal_camera_atlas_validate.py b/tools/normal_camera_atlas_validate.py
new file mode 100644
index 0000000..22dc64b
--- /dev/null
+++ b/tools/normal_camera_atlas_validate.py
@@ -0,0 +1,339 @@
+#!/usr/bin/env python3
+"""Validate no-generation normal-camera atlas maintenance artifacts."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import sys
+from pathlib import Path
+from typing import Any
+
+
+ROOT = Path(__file__).resolve().parents[1]
+if str(ROOT) not in sys.path:
+    sys.path.insert(0, str(ROOT))
+
+import normal_camera_atlas_prep as prep  # noqa: E402
+
+
+EXPECTED_VARIANT_COUNT = 131
+EXPECTED_PRE_AB_COUNT = 55
+EXPECTED_NEEDS_SAMPLES_COUNT = 76
+EXPECTED_COVERED_NON_EMPTY_FOLDER_COUNT = 101
+EXPECTED_UNCOVERED_NON_EMPTY_FOLDER_COUNT = 0
+
+JSON_ARTIFACT_SCHEMAS = {
+    "normal_camera_priority_plan.json": prep.PRIORITY_PLAN_SCHEMA,
+    "normal_camera_prompt_cue_batch.json": prep.PROMPT_CUE_BATCH_SCHEMA,
+    "normal_camera_score_sheet.json": prep.SCORE_SHEET_SCHEMA,
+    "normal_camera_unused_pool_backlog.json": prep.UNUSED_POOL_BACKLOG_SCHEMA,
+    "normal_camera_needs_samples_acquisition.json": prep.NEEDS_SAMPLES_ACQUISITION_SCHEMA,
+}
+
+TEXT_ARTIFACTS = (
+    "normal_camera_acceptance_gates.md",
+    "normal_camera_needs_samples_acquisition.md",
+    "review/index.md",
+    "review/index.html",
+)
+
+
+def _add_error(errors: list[str], message: str) -> None:
+    errors.append(message)
+
+
+def _json_file(path: Path, errors: list[str]) -> dict[str, Any]:
+    if not path.is_file():
+        _add_error(errors, f"missing artifact: {path}")
+        return {}
+    try:
+        payload = json.loads(path.read_text(encoding="utf-8"))
+    except json.JSONDecodeError as exc:
+        _add_error(errors, f"invalid JSON artifact {path}: {exc}")
+        return {}
+    if not isinstance(payload, dict):
+        _add_error(errors, f"JSON artifact is not an object: {path}")
+        return {}
+    return payload
+
+
+def _expect_object(value: Any, name: str, errors: list[str]) -> dict[str, Any]:
+    if not isinstance(value, dict):
+        _add_error(errors, f"{name} must be an object")
+        return {}
+    return value
+
+
+def _expect_list(value: Any, name: str, errors: list[str]) -> list[Any]:
+    if not isinstance(value, list):
+        _add_error(errors, f"{name} must be a list")
+        return []
+    return value
+
+
+def _expect_schema(payload: dict[str, Any], schema: str, name: str, errors: list[str]) -> None:
+    if payload.get("schema") != schema:
+        _add_error(errors, f"{name} schema changed: {payload.get('schema')!r}")
+    if payload.get("no_generation") is not True:
+        _add_error(errors, f"{name} must stay no_generation=true")
+
+
+def _validate_variant_catalog(errors: list[str]) -> tuple[dict[str, dict[str, Any]], set[str]]:
+    atlas = prep.load_atlas()
+    variants_catalog = prep.load_variants()
+    folders = _expect_list(atlas.get("folders"), "normal_camera_atlas.folders", errors)
+    variants = _expect_list(variants_catalog.get("variants"), "normal_camera_variants.variants", errors)
+    inventory = _expect_object(variants_catalog.get("inventory"), "normal_camera_variants.inventory", errors)
+    status_counts = _expect_object(inventory.get("status_counts"), "normal_camera_variants.inventory.status_counts", errors)
+
+    if len(variants) != EXPECTED_VARIANT_COUNT:
+        _add_error(errors, f"expected {EXPECTED_VARIANT_COUNT} variants, got {len(variants)}")
+    if int(status_counts.get("pre_ab_candidate") or 0) != EXPECTED_PRE_AB_COUNT:
+        _add_error(errors, "pre_ab_candidate count changed")
+    if int(status_counts.get("needs_samples") or 0) != EXPECTED_NEEDS_SAMPLES_COUNT:
+        _add_error(errors, "needs_samples count changed")
+    if int(inventory.get("covered_non_empty_folder_count") or 0) != EXPECTED_COVERED_NON_EMPTY_FOLDER_COUNT:
+        _add_error(errors, "covered non-empty folder count changed")
+    if int(inventory.get("uncovered_non_empty_folder_count") or 0) != EXPECTED_UNCOVERED_NON_EMPTY_FOLDER_COUNT:
+        _add_error(errors, "normal-camera atlas has uncovered non-empty folders")
+
+    folder_names = {str(folder.get("folder")) for folder in folders if str(folder.get("folder") or "").strip()}
+    variants_by_key: dict[str, dict[str, Any]] = {}
+    seen_variant_keys: set[str] = set()
+    status_values = set((variants_catalog.get("status_values") or {}).keys())
+    for index, variant in enumerate(variants, start=1):
+        variant_obj = _expect_object(variant, f"variant[{index}]", errors)
+        key = str(variant_obj.get("key") or "")
+        if not key:
+            _add_error(errors, f"variant[{index}] has no key")
+            continue
+        if key in seen_variant_keys:
+            _add_error(errors, f"duplicate variant key: {key}")
+        seen_variant_keys.add(key)
+        variants_by_key[key] = variant_obj
+        if variant_obj.get("status") not in status_values:
+            _add_error(errors, f"{key} has unknown status: {variant_obj.get('status')!r}")
+        for field in ("family", "action_family", "camera_view", "canonical_geometry"):
+            if not str(variant_obj.get(field) or "").strip():
+                _add_error(errors, f"{key}.{field} is empty")
+        for field in ("atlas_folders", "reference_images", "prompt_cues", "avoid_cues"):
+            values = _expect_list(variant_obj.get(field), f"{key}.{field}", errors)
+            if not values:
+                _add_error(errors, f"{key}.{field} is empty")
+        for folder_name in variant_obj.get("atlas_folders") or []:
+            if str(folder_name) not in folder_names:
+                _add_error(errors, f"{key} references unknown atlas folder: {folder_name!r}")
+        for ref in variant_obj.get("reference_images") or []:
+            ref_text = str(ref or "")
+            if ".." in Path(ref_text).parts:
+                _add_error(errors, f"{key} reference escapes atlas root: {ref_text!r}")
+        hook = _expect_object(variant_obj.get("generator_hook"), f"{key}.generator_hook", errors)
+        if "Future hook only" not in str(hook.get("notes") or ""):
+            _add_error(errors, f"{key} generator hook should remain future-only")
+    return variants_by_key, folder_names
+
+
+def _validate_built_artifacts(errors: list[str]) -> None:
+    priority_plan = prep.build_priority_plan()
+    prompt_batch = prep.build_prompt_cue_batch()
+    score_sheet = prep.build_score_sheet()
+    unused_pool_backlog = prep.build_unused_pool_backlog()
+    acquisition = prep.build_needs_samples_acquisition()
+
+    _expect_schema(priority_plan, prep.PRIORITY_PLAN_SCHEMA, "built priority plan", errors)
+    _expect_schema(prompt_batch, prep.PROMPT_CUE_BATCH_SCHEMA, "built prompt cue batch", errors)
+    _expect_schema(score_sheet, prep.SCORE_SHEET_SCHEMA, "built score sheet", errors)
+    _expect_schema(unused_pool_backlog, prep.UNUSED_POOL_BACKLOG_SCHEMA, "built unused-pool backlog", errors)
+    _expect_schema(acquisition, prep.NEEDS_SAMPLES_ACQUISITION_SCHEMA, "built needs-samples acquisition", errors)
+
+    if int(priority_plan.get("selected_count") or 0) != EXPECTED_PRE_AB_COUNT:
+        _add_error(errors, "priority plan should include all pre-A/B candidates")
+    if len(prompt_batch.get("items") or []) != EXPECTED_PRE_AB_COUNT:
+        _add_error(errors, "prompt cue batch should include all pre-A/B candidates")
+    if len(score_sheet.get("rows") or []) != EXPECTED_PRE_AB_COUNT:
+        _add_error(errors, "score sheet should include all pre-A/B candidates")
+    if int(acquisition.get("available_variant_count") or 0) != EXPECTED_NEEDS_SAMPLES_COUNT:
+        _add_error(errors, "needs-samples acquisition should include all needs_samples variants")
+
+    acquisition_rows = acquisition.get("variants") or []
+    missing_counts = [int(row.get("missing_reference_count") or 0) for row in acquisition_rows]
+    if missing_counts != sorted(missing_counts, reverse=True):
+        _add_error(errors, "needs-samples acquisition must be sorted by missing reference count")
+    for row in acquisition_rows:
+        if row.get("target_reference_count") != prep.NEEDS_SAMPLES_TARGET_REFERENCE_COUNT:
+            _add_error(errors, f"{row.get('variant_key')} has wrong acquisition target")
+        if row.get("missing_reference_count") is None:
+            _add_error(errors, f"{row.get('variant_key')} has no missing reference count")
+
+
+def _validate_artifact_files(artifacts_dir: Path, errors: list[str]) -> None:
+    for relative_path, schema in JSON_ARTIFACT_SCHEMAS.items():
+        payload = _json_file(artifacts_dir / relative_path, errors)
+        if payload:
+            _expect_schema(payload, schema, relative_path, errors)
+
+    for relative_path in TEXT_ARTIFACTS:
+        path = artifacts_dir / relative_path
+        if not path.is_file():
+            _add_error(errors, f"missing artifact: {path}")
+            continue
+        text = path.read_text(encoding="utf-8")
+        if relative_path.endswith(".html") and "No-generation" not in text:
+            _add_error(errors, f"{relative_path} lost no-generation language")
+        if relative_path.endswith(".md") and "No-generation" not in text:
+            _add_error(errors, f"{relative_path} lost no-generation language")
+
+    gates_path = artifacts_dir / "normal_camera_acceptance_gates.md"
+    if gates_path.is_file() and "body_proportion_control" not in gates_path.read_text(encoding="utf-8"):
+        _add_error(errors, "acceptance gates lost body_proportion_control")
+
+
+def _validate_alias_metadata(artifacts_dir: Path, errors: list[str]) -> None:
+    atlas_folders = {str(folder.get("folder")) for folder in prep.load_atlas().get("folders") or []}
+    variant_folders = {
+        str(folder)
+        for variant in prep.load_variants().get("variants") or []
+        for folder in variant.get("atlas_folders") or []
+    }
+    known_folder_names = atlas_folders | variant_folders
+    for folder_name, alias in prep.SOURCE_FOLDER_ALIASES.items():
+        if folder_name not in known_folder_names:
+            _add_error(errors, f"alias folder is not present in atlas/variants: {folder_name!r}")
+        if not str(alias.get("canonical_folder") or "").strip():
+            _add_error(errors, f"alias has no canonical folder: {folder_name!r}")
+        if not str(alias.get("alias_reason") or "").strip():
+            _add_error(errors, f"alias has no reason: {folder_name!r}")
+
+    backlog = _json_file(artifacts_dir / "normal_camera_unused_pool_backlog.json", errors)
+    for row in backlog.get("folders") or []:
+        folder_name = str(row.get("folder") or "")
+        alias = row.get("folder_alias") or {}
+        if not alias:
+            _add_error(errors, f"unused-pool row has no folder_alias: {folder_name!r}")
+            continue
+        if folder_name in prep.SOURCE_FOLDER_ALIASES and alias.get("alias_applied") is not True:
+            _add_error(errors, f"known alias folder is not marked alias_applied in backlog: {folder_name!r}")
+
+
+def _validate_review_artifacts(artifacts_dir: Path, variants_by_key: dict[str, dict[str, Any]], errors: list[str]) -> None:
+    review_dir = artifacts_dir / "review"
+    for folder_name in prep.DEFAULT_REVIEW_FOLDERS:
+        stem = prep._safe_artifact_stem(folder_name)
+        manifest_path = review_dir / f"{stem}_review_manifest.json"
+        contact_sheet_path = review_dir / f"{stem}_contact_sheet.html"
+        manifest = _json_file(manifest_path, errors)
+        if not contact_sheet_path.is_file():
+            _add_error(errors, f"missing contact sheet: {contact_sheet_path}")
+            continue
+        contact_sheet = contact_sheet_path.read_text(encoding="utf-8")
+        if "No-generation contact sheet" not in contact_sheet:
+            _add_error(errors, f"{folder_name} contact sheet lost no-generation scope")
+        if "data-review-decision=" not in contact_sheet:
+            _add_error(errors, f"{folder_name} contact sheet has no review-decision attributes")
+        if not manifest:
+            continue
+
+        _expect_schema(manifest, prep.REVIEW_MANIFEST_SCHEMA, f"{folder_name} review manifest", errors)
+        if manifest.get("folder") != folder_name:
+            _add_error(errors, f"{folder_name} manifest folder changed: {manifest.get('folder')!r}")
+        alias = manifest.get("folder_alias") or {}
+        if alias.get("exact_source_folder") != folder_name:
+            _add_error(errors, f"{folder_name} manifest alias does not preserve exact source folder")
+        if folder_name in prep.SOURCE_FOLDER_ALIASES and alias.get("alias_applied") is not True:
+            _add_error(errors, f"{folder_name} manifest should mark alias_applied")
+
+        review_items = _expect_list(manifest.get("review_items"), f"{folder_name}.review_items", errors)
+        if len(review_items) != int(manifest.get("image_count") or 0):
+            _add_error(errors, f"{folder_name} review_items count does not match image_count")
+        item_by_ref = {str(item.get("reference_image")): item for item in review_items}
+        selected_refs: set[str] = set()
+        for selected in manifest.get("selected_subvariants") or []:
+            variant_key = str(selected.get("variant_key") or "")
+            if variant_key not in variants_by_key:
+                _add_error(errors, f"{folder_name} selected subvariant is missing from catalog: {variant_key}")
+                continue
+            catalog_refs = set(str(ref) for ref in variants_by_key[variant_key].get("reference_images") or [])
+            for ref in selected.get("reference_images") or []:
+                ref_text = str(ref)
+                selected_refs.add(ref_text)
+                if ref_text not in catalog_refs:
+                    _add_error(errors, f"{folder_name} selected ref is not in catalog variant {variant_key}: {ref_text}")
+
+        for item in review_items:
+            ref = str(item.get("reference_image") or "")
+            decision = str(item.get("review_decision") or "")
+            bucket = str(item.get("review_bucket") or "")
+            if not ref:
+                _add_error(errors, f"{folder_name} review item has no reference_image")
+            if ".." in Path(ref).parts:
+                _add_error(errors, f"{folder_name} review item escapes atlas root: {ref!r}")
+            if decision not in {"selected_reference", "residual_unassigned"}:
+                _add_error(errors, f"{folder_name} review item has unknown decision: {decision!r}")
+            if decision == "selected_reference":
+                if ref not in selected_refs:
+                    _add_error(errors, f"{folder_name} selected review item is not in selected_subvariants: {ref}")
+                if bucket == "unassigned" or not bucket:
+                    _add_error(errors, f"{folder_name} selected review item has no selected bucket: {ref}")
+                if not item.get("variant_key"):
+                    _add_error(errors, f"{folder_name} selected review item has no variant key: {ref}")
+            if decision == "residual_unassigned":
+                if bucket != "unassigned":
+                    _add_error(errors, f"{folder_name} residual review item should use unassigned bucket: {ref}")
+                if not item.get("exclusion_reason"):
+                    _add_error(errors, f"{folder_name} residual review item has no exclusion reason: {ref}")
+
+        page_refs = [
+            str(image.get("reference_image"))
+            for page in manifest.get("contact_sheet_pages") or []
+            for image in page.get("images") or []
+        ]
+        if set(page_refs) != set(item_by_ref):
+            _add_error(errors, f"{folder_name} contact-sheet pages and review_items disagree")
+
+
+def validate_normal_camera_atlas(
+    artifacts_dir: Path | str | None = None,
+    *,
+    require_artifacts: bool = True,
+) -> list[str]:
+    errors: list[str] = []
+    artifacts_path = Path(artifacts_dir) if artifacts_dir is not None else prep.DEFAULT_OUTPUT_DIR
+    variants_by_key, _folder_names = _validate_variant_catalog(errors)
+    _validate_built_artifacts(errors)
+    if require_artifacts:
+        _validate_artifact_files(artifacts_path, errors)
+        _validate_alias_metadata(artifacts_path, errors)
+        _validate_review_artifacts(artifacts_path, variants_by_key, errors)
+    return errors
+
+
+def _parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument(
+        "--artifacts-dir",
+        type=Path,
+        default=prep.DEFAULT_OUTPUT_DIR,
+        help="Normal-camera artifact directory to validate.",
+    )
+    parser.add_argument(
+        "--skip-artifacts",
+        action="store_true",
+        help="Validate in-memory builders and catalogs without requiring generated files.",
+    )
+    return parser
+
+
+def main(argv: list[str] | None = None) -> int:
+    args = _parser().parse_args(argv)
+    errors = validate_normal_camera_atlas(args.artifacts_dir, require_artifacts=not args.skip_artifacts)
+    if errors:
+        for error in errors:
+            print(f"ERROR: {error}", file=sys.stderr)
+        return 1
+    print("OK: normal camera atlas validation passed")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/prompt_smoke.py b/tools/prompt_smoke.py
index ca34553..4582120 100644
--- a/tools/prompt_smoke.py
+++ b/tools/prompt_smoke.py
@@ -6890,13 +6890,13 @@ def smoke_normal_camera_atlas_catalog() -> None:
     folders = atlas.get("folders")
     variants = variants_catalog.get("variants")
     _expect(isinstance(folders, list) and len(folders) == 104, "Normal camera atlas should track 104 folders")
-    _expect(isinstance(variants, list) and len(variants) == 86, "Normal camera variant catalog should track 86 variants")
+    _expect(isinstance(variants, list) and len(variants) == 131, "Normal camera variant catalog should track 131 variants")
     inventory = atlas.get("inventory") or {}
     _expect(inventory.get("jpg_count") == 1979, "Normal camera atlas lost reference image count")
     _expect(inventory.get("catalog_status_counts", {}).get("camera_reference") == 49, "Normal camera atlas lost camera-reference count")
     variant_inventory = variants_catalog.get("inventory") or {}
-    _expect(variant_inventory.get("status_counts", {}).get("pre_ab_candidate") == 35, "Normal camera variants lost pre-A/B count")
-    _expect(variant_inventory.get("status_counts", {}).get("needs_samples") == 51, "Normal camera variants lost needs-samples count")
+    _expect(variant_inventory.get("status_counts", {}).get("pre_ab_candidate") == 55, "Normal camera variants lost pre-A/B count")
+    _expect(variant_inventory.get("status_counts", {}).get("needs_samples") == 76, "Normal camera variants lost needs-samples count")
 
     folder_keys: set[str] = set()
     folder_names: set[str] = set()
@@ -6920,19 +6920,69 @@ def smoke_normal_camera_atlas_catalog() -> None:
 
     variant_statuses = set((variants_catalog.get("status_values") or {}).keys())
     seen_variant_keys: set[str] = set()
+    variants_by_key: dict[str, dict[str, Any]] = {}
     required_variants = {
         "normal_doggy_all_fours_side_view",
+        "normal_doggy_all_fours_front_view",
+        "normal_doggy_generic_front_view",
+        "normal_cowgirl_back_three_quarter",
         "normal_cowgirl_side_profile",
         "normal_missionary_side_profile",
         "normal_blowjob_laying_front_view",
+        "normal_couple_kissing_upright_side_profile",
         "normal_penis_worship_top_view",
         "normal_penis_worship_side_view",
         "normal_penis_worship_laying_partner_vertical_side_view",
+        "normal_anal_random_mixed_camera_folder_pool",
+        "normal_anal_random_front_view",
+        "normal_anal_random_back_side_offset_view",
+        "normal_display_breasts_exposed_front_view",
+        "normal_display_breasts_exposed_side_offset_view",
+        "normal_display_breasts_exposed_standing_front_view",
+        "normal_display_breasts_exposed_seated_kneeling_front_view",
+        "normal_display_rear_body_standing_back_view",
+        "normal_display_front_open_leg_front_view",
+        "normal_display_front_open_leg_low_close",
+        "normal_display_front_open_leg_side_offset_view",
+        "normal_reverse_cowgirl_mixed_camera_folder_pool",
+        "normal_reverse_cowgirl_front_view",
+        "normal_reverse_cowgirl_front_three_quarter",
+        "normal_reverse_cowgirl_low_close_front_view",
+        "normal_boobjob_front_close_view",
+        "normal_fingering_mixed_camera_folder_pool",
+        "normal_fingering_reclined_front_view",
+        "normal_sixty_nine_mixed_camera_folder_pool",
+        "normal_sixty_nine_front_close_view",
+        "normal_wand_mixed_camera_folder_pool",
+        "normal_wand_front_close_view",
+        "normal_ballsucking_standing_low_side_view",
+        "normal_face_sitting_mixed_camera_folder_pool",
+        "normal_pussy_licking_backview_mixed_camera_folder_pool",
+        "normal_removing_pants_mixed_camera_folder_pool",
+        "normal_rimjob_mixed_camera_folder_pool",
+        "normal_footjob_mixed_camera_folder_pool",
+        "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool",
+        "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool",
+        "normal_fist_mixed_camera_folder_pool",
+        "normal_anal_cowgirl_single_reference_pool",
+        "normal_anal_doggy_side_view_single_reference_pool",
+        "normal_anal_laying_back_three_quarter_single_reference_pool",
+        "normal_anal_reverse_congress_single_reference_pool",
+        "normal_anus_licking_single_reference_pool",
+        "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+        "normal_doggy_press_back_side_single_reference_pool",
+        "normal_face_sitting_front_view_single_reference_pool",
+        "normal_handjob_standing_low_angle_single_reference_pool",
+        "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+        "normal_pussy_licking_standing_woman_single_reference_pool",
+        "normal_under_desk_single_reference_pool",
+        "normal_piledriver_high_front_down_view",
     }
     for variant in variants:
         key = _expect_text("normal_camera_variants.key", variant.get("key"), 8)
         _expect(key not in seen_variant_keys, f"Normal camera variants have duplicate key {key!r}")
         seen_variant_keys.add(key)
+        variants_by_key[key] = variant
         _expect(variant.get("status") in variant_statuses, f"{key} has unknown status {variant.get('status')!r}")
         _expect_text(f"{key}.canonical_geometry", variant.get("canonical_geometry"), 40)
         prompt_cues = variant.get("prompt_cues")
@@ -6951,11 +7001,2424 @@ def smoke_normal_camera_atlas_catalog() -> None:
         _expect_text(f"{key}.generator_hook.notes", hook.get("notes"), 20)
         _expect("Future hook only" in hook.get("notes", ""), f"{key} should remain a future hook, not a live route")
     _expect(required_variants.issubset(seen_variant_keys), "Normal camera variants lost required reviewed camera splits")
+    cowgirl_back_refs = (variants_by_key.get("normal_cowgirl_back_three_quarter") or {}).get("reference_images") or []
+    _expect(len(cowgirl_back_refs) == 15, "Normal cowgirl back-three-quarter route should carry 15 reviewed references")
+    cowgirl_side_refs = (variants_by_key.get("normal_cowgirl_side_profile") or {}).get("reference_images") or []
+    _expect(len(cowgirl_side_refs) == 15, "Normal cowgirl side-profile route should carry 15 reviewed references")
+    doggy_back_refs = (variants_by_key.get("normal_doggy_all_fours_back_three_quarter") or {}).get("reference_images") or []
+    _expect(len(doggy_back_refs) == 15, "Normal doggy all-fours back-three-quarter route should carry 15 reviewed references")
+    doggy_front_refs = (variants_by_key.get("normal_doggy_all_fours_front_view") or {}).get("reference_images") or []
+    _expect(len(doggy_front_refs) == 15, "Normal doggy all-fours front-view route should carry 15 reviewed references")
+    doggy_generic_front_refs = (variants_by_key.get("normal_doggy_generic_front_view") or {}).get("reference_images") or []
+    _expect(len(doggy_generic_front_refs) == 15, "Normal doggy generic front-view route should carry 15 reviewed references")
+    doggy_generic_back_refs = (variants_by_key.get("normal_doggy_generic_back_three_quarter") or {}).get("reference_images") or []
+    _expect(len(doggy_generic_back_refs) == 15, "Normal doggy generic back-three-quarter route should carry 15 reviewed references")
+    breast_sucking_refs = (variants_by_key.get("normal_breast_sucking_side_view") or {}).get("reference_images") or []
+    _expect(len(breast_sucking_refs) == 15, "Normal breast-sucking side-view route should carry 15 reviewed references")
+    breast_contact_front_refs = (variants_by_key.get("normal_breast_contact_front_view") or {}).get("reference_images") or []
+    _expect(len(breast_contact_front_refs) == 15, "Normal breast-contact front-view route should carry 15 reviewed references")
+    reverse_congress_front_refs = (variants_by_key.get("normal_reverse_congress_front_view") or {}).get("reference_images") or []
+    _expect(len(reverse_congress_front_refs) == 15, "Normal reverse-congress front-view route should carry 15 reviewed references")
+    boobjob_front_close_refs = (variants_by_key.get("normal_boobjob_front_close_view") or {}).get("reference_images") or []
+    _expect(len(boobjob_front_close_refs) == 12, "Normal boobjob front-close route should carry 12 reviewed references")
+    fingering_reclined_front_refs = (variants_by_key.get("normal_fingering_reclined_front_view") or {}).get("reference_images") or []
+    _expect(len(fingering_reclined_front_refs) == 10, "Normal fingering reclined front-view route should carry 10 reviewed references")
+    sixty_nine_front_close_refs = (variants_by_key.get("normal_sixty_nine_front_close_view") or {}).get("reference_images") or []
+    _expect(len(sixty_nine_front_close_refs) == 7, "Normal sixty-nine front-close route should carry 7 reviewed references")
+    wand_front_close_refs = (variants_by_key.get("normal_wand_front_close_view") or {}).get("reference_images") or []
+    _expect(len(wand_front_close_refs) == 7, "Normal wand front-close route should carry 7 reviewed references")
+    ballsucking_standing_refs = (variants_by_key.get("normal_ballsucking_standing_low_side_view") or {}).get("reference_images") or []
+    _expect(len(ballsucking_standing_refs) == 11, "Normal ballsucking standing low-side route should carry 11 reviewed references")
+    face_sitting_pool_refs = (variants_by_key.get("normal_face_sitting_mixed_camera_folder_pool") or {}).get("reference_images") or []
+    _expect(len(face_sitting_pool_refs) == 4, "Normal face-sitting source pool should carry all 4 reviewed references")
+    _expect(
+        (variants_by_key.get("normal_face_sitting_mixed_camera_folder_pool") or {}).get("status") == "needs_samples",
+        "Normal face-sitting source pool should stay needs_samples",
+    )
+    pussy_licking_backview_pool_refs = (
+        variants_by_key.get("normal_pussy_licking_backview_mixed_camera_folder_pool") or {}
+    ).get("reference_images") or []
+    _expect(
+        len(pussy_licking_backview_pool_refs) == 3,
+        "Normal pussy-licking back-view source pool should carry all 3 reviewed references",
+    )
+    _expect(
+        (variants_by_key.get("normal_pussy_licking_backview_mixed_camera_folder_pool") or {}).get("status") == "needs_samples",
+        "Normal pussy-licking back-view source pool should stay needs_samples",
+    )
+    removing_pants_pool_refs = (variants_by_key.get("normal_removing_pants_mixed_camera_folder_pool") or {}).get("reference_images") or []
+    _expect(len(removing_pants_pool_refs) == 3, "Normal removing-pants source pool should carry all 3 reviewed references")
+    _expect(
+        (variants_by_key.get("normal_removing_pants_mixed_camera_folder_pool") or {}).get("status") == "needs_samples",
+        "Normal removing-pants source pool should stay needs_samples",
+    )
+    thin_batch_pool_counts = {
+        "normal_rimjob_mixed_camera_folder_pool": 3,
+        "normal_footjob_mixed_camera_folder_pool": 2,
+        "normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool": 2,
+        "normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool": 2,
+        "normal_fist_mixed_camera_folder_pool": 1,
+        "normal_anal_cowgirl_single_reference_pool": 1,
+        "normal_anal_doggy_side_view_single_reference_pool": 1,
+        "normal_anal_laying_back_three_quarter_single_reference_pool": 1,
+        "normal_anal_reverse_congress_single_reference_pool": 1,
+        "normal_anus_licking_single_reference_pool": 1,
+        "normal_blowjob_laying_back_three_quarter_single_reference_pool": 1,
+        "normal_doggy_press_back_side_single_reference_pool": 1,
+        "normal_face_sitting_front_view_single_reference_pool": 1,
+        "normal_handjob_standing_low_angle_single_reference_pool": 1,
+        "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool": 1,
+        "normal_pussy_licking_standing_woman_single_reference_pool": 1,
+        "normal_under_desk_single_reference_pool": 1,
+        "normal_ballsucking_laying_close_reference_folder_pool": 2,
+        "normal_pretzel_mixed_camera_folder_pool": 2,
+        "normal_display_rear_exposed_body_folder_pool": 4,
+    }
+    for variant_key, expected_count in thin_batch_pool_counts.items():
+        pool_refs = (variants_by_key.get(variant_key) or {}).get("reference_images") or []
+        _expect(
+            len(pool_refs) == expected_count,
+            f"{variant_key} should carry all {expected_count} reviewed references",
+        )
+        _expect(
+            (variants_by_key.get(variant_key) or {}).get("status") == "needs_samples",
+            f"{variant_key} should stay needs_samples",
+        )
+    blowjob_laying_front_refs = (variants_by_key.get("normal_blowjob_laying_front_view") or {}).get("reference_images") or []
+    _expect(len(blowjob_laying_front_refs) == 15, "Normal blowjob laying front-view route should carry 15 reviewed references")
+    piledriver_refs = (variants_by_key.get("normal_piledriver_high_front_down_view") or {}).get("reference_images") or []
+    _expect(len(piledriver_refs) == 15, "Normal piledriver high-front-down route should carry 15 reviewed references")
 
     doc = doc_path.read_text(encoding="utf-8")
     _expect("Normal Camera Atlas" in doc, "Normal camera docs lost title")
-    _expect("Curated variants | 86" in doc, "Normal camera docs lost variant count")
+    _expect("Curated variants | 131" in doc, "Normal camera docs lost variant count")
+    _expect("Pre-A/B candidates | 55" in doc, "Normal camera docs lost pre-A/B count")
+    _expect("Needs samples | 76" in doc, "Normal camera docs lost needs-samples count")
     _expect("penis-worship orientation corrections" in doc, "Normal camera docs lost user-corrected orientation note")
+    _expect("reverse-cowgirl unused-pool tranche" in doc, "Normal camera docs lost reverse-cowgirl unused-pool note")
+    _expect("No-Generation Prep Artifacts" in doc, "Normal camera docs lost no-generation prep artifact section")
+    _expect("normal_camera_score_sheet.json" in doc, "Normal camera docs lost score-sheet artifact reference")
+
+
+def _expect_normal_camera_validator() -> None:
+    from tools import normal_camera_atlas_validate
+
+    errors = normal_camera_atlas_validate.validate_normal_camera_atlas(ROOT / "ab_batches" / "normal_camera")
+    _expect(not errors, "Normal camera atlas validator failed: " + "; ".join(errors[:10]))
+
+
+def smoke_normal_camera_atlas_prep_artifacts() -> None:
+    import importlib
+
+    _expect_normal_camera_validator()
+
+    prep_module = importlib.import_module("normal_camera_atlas_prep")
+    artifact_dir = ROOT / "ab_batches" / "normal_camera"
+    priority_artifact_path = artifact_dir / "normal_camera_priority_plan.json"
+    prompt_batch_artifact_path = artifact_dir / "normal_camera_prompt_cue_batch.json"
+    score_sheet_artifact_path = artifact_dir / "normal_camera_score_sheet.json"
+    gates_artifact_path = artifact_dir / "normal_camera_acceptance_gates.md"
+    unused_pool_backlog_path = artifact_dir / "normal_camera_unused_pool_backlog.json"
+    reverse_cowgirl_manifest_path = artifact_dir / "review" / "reverse_cowgirl_review_manifest.json"
+    reverse_cowgirl_contact_sheet_path = artifact_dir / "review" / "reverse_cowgirl_contact_sheet.html"
+    breasts_exposed_manifest_path = artifact_dir / "review" / "breasts_exposed_review_manifest.json"
+    breasts_exposed_contact_sheet_path = artifact_dir / "review" / "breasts_exposed_contact_sheet.html"
+    pussy_spread_manifest_path = artifact_dir / "review" / "pussy_spread_review_manifest.json"
+    pussy_spread_contact_sheet_path = artifact_dir / "review" / "pussy_spread_contact_sheet.html"
+    anal_random_manifest_path = artifact_dir / "review" / "anal_random_review_manifest.json"
+    anal_random_contact_sheet_path = artifact_dir / "review" / "anal_random_contact_sheet.html"
+    couple_kissing_manifest_path = artifact_dir / "review" / "couple_kissing_review_manifest.json"
+    couple_kissing_contact_sheet_path = artifact_dir / "review" / "couple_kissing_contact_sheet.html"
+    cowgirl_back_manifest_path = artifact_dir / "review" / "cowgirl_back_view_3_4_angle_review_manifest.json"
+    cowgirl_back_contact_sheet_path = artifact_dir / "review" / "cowgirl_back_view_3_4_angle_contact_sheet.html"
+    rear_body_manifest_path = artifact_dir / "review" / "woman_solo_showing_her_hass_back_view_review_manifest.json"
+    rear_body_contact_sheet_path = artifact_dir / "review" / "woman_solo_showing_her_hass_back_view_contact_sheet.html"
+    doggy_all_fours_back_manifest_path = artifact_dir / "review" / "doggy_on_all_four_back_view_3_4_angle_review_manifest.json"
+    doggy_all_fours_back_contact_sheet_path = artifact_dir / "review" / "doggy_on_all_four_back_view_3_4_angle_contact_sheet.html"
+    doggy_all_fours_side_manifest_path = artifact_dir / "review" / "doggy_on_all_four_side_view_review_manifest.json"
+    doggy_all_fours_side_contact_sheet_path = artifact_dir / "review" / "doggy_on_all_four_side_view_contact_sheet.html"
+    handjob_standing_side_manifest_path = artifact_dir / "review" / "handjob_standing_side_view_review_manifest.json"
+    handjob_standing_side_contact_sheet_path = artifact_dir / "review" / "handjob_standing_side_view_contact_sheet.html"
+    breast_sucking_side_manifest_path = artifact_dir / "review" / "breast_sucking_side_view_review_manifest.json"
+    breast_sucking_side_contact_sheet_path = artifact_dir / "review" / "breast_sucking_side_view_contact_sheet.html"
+    standing_from_front_side_manifest_path = artifact_dir / "review" / "fuck_from_front_standing_side_view_review_manifest.json"
+    standing_from_front_side_contact_sheet_path = artifact_dir / "review" / "fuck_from_front_standing_side_view_contact_sheet.html"
+    doggy_generic_back_manifest_path = artifact_dir / "review" / "doggy_back_view_3_4_angle_review_manifest.json"
+    doggy_generic_back_contact_sheet_path = artifact_dir / "review" / "doggy_back_view_3_4_angle_contact_sheet.html"
+    cowgirl_side_manifest_path = artifact_dir / "review" / "cowgirl_side_view_review_manifest.json"
+    cowgirl_side_contact_sheet_path = artifact_dir / "review" / "cowgirl_side_view_contact_sheet.html"
+    penis_worship_manifest_path = artifact_dir / "review" / "penis_worship_review_manifest.json"
+    penis_worship_contact_sheet_path = artifact_dir / "review" / "penis_worship_contact_sheet.html"
+    standing_backside_side_manifest_path = artifact_dir / "review" / "fuck_from_behind_standing_woman_backside_side_view_review_manifest.json"
+    standing_backside_side_contact_sheet_path = artifact_dir / "review" / "fuck_from_behind_standing_woman_backside_side_view_contact_sheet.html"
+    doggy_all_fours_front_manifest_path = artifact_dir / "review" / "doggy_all_four_front_view_review_manifest.json"
+    doggy_all_fours_front_contact_sheet_path = artifact_dir / "review" / "doggy_all_four_front_view_contact_sheet.html"
+    doggy_generic_front_manifest_path = artifact_dir / "review" / "doggy_front_view_review_manifest.json"
+    doggy_generic_front_contact_sheet_path = artifact_dir / "review" / "doggy_front_view_contact_sheet.html"
+    piledriver_manifest_path = artifact_dir / "review" / "piledriver_review_manifest.json"
+    piledriver_contact_sheet_path = artifact_dir / "review" / "piledriver_contact_sheet.html"
+    blowjob_laying_front_manifest_path = artifact_dir / "review" / "blowjob_laying_front_view_review_manifest.json"
+    blowjob_laying_front_contact_sheet_path = artifact_dir / "review" / "blowjob_laying_front_view_contact_sheet.html"
+    breast_contact_front_manifest_path = artifact_dir / "review" / "breast_touching_front_view_review_manifest.json"
+    breast_contact_front_contact_sheet_path = artifact_dir / "review" / "breast_touching_front_view_contact_sheet.html"
+    reverse_congress_front_manifest_path = artifact_dir / "review" / "reverse_congress_front_view_review_manifest.json"
+    reverse_congress_front_contact_sheet_path = artifact_dir / "review" / "reverse_congress_front_view_contact_sheet.html"
+    boobjob_manifest_path = artifact_dir / "review" / "boobjob_review_manifest.json"
+    boobjob_contact_sheet_path = artifact_dir / "review" / "boobjob_contact_sheet.html"
+    fingering_manifest_path = artifact_dir / "review" / "fingering_review_manifest.json"
+    fingering_contact_sheet_path = artifact_dir / "review" / "fingering_contact_sheet.html"
+    sixty_nine_manifest_path = artifact_dir / "review" / "69_review_manifest.json"
+    sixty_nine_contact_sheet_path = artifact_dir / "review" / "69_contact_sheet.html"
+    wand_manifest_path = artifact_dir / "review" / "wand_review_manifest.json"
+    wand_contact_sheet_path = artifact_dir / "review" / "wand_contact_sheet.html"
+    ballsucking_standing_manifest_path = artifact_dir / "review" / "ballsucking_standing_review_manifest.json"
+    ballsucking_standing_contact_sheet_path = artifact_dir / "review" / "ballsucking_standing_contact_sheet.html"
+    face_sitting_manifest_path = artifact_dir / "review" / "face_sitting_review_manifest.json"
+    face_sitting_contact_sheet_path = artifact_dir / "review" / "face_sitting_contact_sheet.html"
+    pussy_licking_backview_manifest_path = artifact_dir / "review" / "pussy_licking_backv_iew_review_manifest.json"
+    pussy_licking_backview_contact_sheet_path = artifact_dir / "review" / "pussy_licking_backv_iew_contact_sheet.html"
+    removing_pants_manifest_path = artifact_dir / "review" / "removing_pants_review_manifest.json"
+    removing_pants_contact_sheet_path = artifact_dir / "review" / "removing_pants_contact_sheet.html"
+    thin_batch_review_paths = {
+        "rimjob": (
+            artifact_dir / "review" / "rimjob_review_manifest.json",
+            artifact_dir / "review" / "rimjob_contact_sheet.html",
+        ),
+        "footjob": (
+            artifact_dir / "review" / "footjob_review_manifest.json",
+            artifact_dir / "review" / "footjob_contact_sheet.html",
+        ),
+        "reverse cowgirl - leg up": (
+            artifact_dir / "review" / "reverse_cowgirl_leg_up_review_manifest.json",
+            artifact_dir / "review" / "reverse_cowgirl_leg_up_contact_sheet.html",
+        ),
+        "reverse cowgirl -pretzel": (
+            artifact_dir / "review" / "reverse_cowgirl_pretzel_review_manifest.json",
+            artifact_dir / "review" / "reverse_cowgirl_pretzel_contact_sheet.html",
+        ),
+        "fist": (
+            artifact_dir / "review" / "fist_review_manifest.json",
+            artifact_dir / "review" / "fist_contact_sheet.html",
+        ),
+        "anal cowgirl": (
+            artifact_dir / "review" / "anal_cowgirl_review_manifest.json",
+            artifact_dir / "review" / "anal_cowgirl_contact_sheet.html",
+        ),
+        "anal doggy - side view": (
+            artifact_dir / "review" / "anal_doggy_side_view_review_manifest.json",
+            artifact_dir / "review" / "anal_doggy_side_view_contact_sheet.html",
+        ),
+        "anal fuck from behind laying - back view - 3-4 angle": (
+            artifact_dir / "review" / "anal_fuck_from_behind_laying_back_view_3_4_angle_review_manifest.json",
+            artifact_dir / "review" / "anal_fuck_from_behind_laying_back_view_3_4_angle_contact_sheet.html",
+        ),
+        "anal reverse congress": (
+            artifact_dir / "review" / "anal_reverse_congress_review_manifest.json",
+            artifact_dir / "review" / "anal_reverse_congress_contact_sheet.html",
+        ),
+        "anus lickiing": (
+            artifact_dir / "review" / "anus_lickiing_review_manifest.json",
+            artifact_dir / "review" / "anus_lickiing_contact_sheet.html",
+        ),
+        "blowjob laying - back view - 3-4 angle": (
+            artifact_dir / "review" / "blowjob_laying_back_view_3_4_angle_review_manifest.json",
+            artifact_dir / "review" / "blowjob_laying_back_view_3_4_angle_contact_sheet.html",
+        ),
+        "doggy press - back side": (
+            artifact_dir / "review" / "doggy_press_back_side_review_manifest.json",
+            artifact_dir / "review" / "doggy_press_back_side_contact_sheet.html",
+        ),
+        "face sitting - front view": (
+            artifact_dir / "review" / "face_sitting_front_view_review_manifest.json",
+            artifact_dir / "review" / "face_sitting_front_view_contact_sheet.html",
+        ),
+        "handjob - standing -low angle": (
+            artifact_dir / "review" / "handjob_standing_low_angle_review_manifest.json",
+            artifact_dir / "review" / "handjob_standing_low_angle_contact_sheet.html",
+        ),
+        "pussy licking leg up - back view - 3-4 angle": (
+            artifact_dir / "review" / "pussy_licking_leg_up_back_view_3_4_angle_review_manifest.json",
+            artifact_dir / "review" / "pussy_licking_leg_up_back_view_3_4_angle_contact_sheet.html",
+        ),
+        "pussy licking standing woman": (
+            artifact_dir / "review" / "pussy_licking_standing_woman_review_manifest.json",
+            artifact_dir / "review" / "pussy_licking_standing_woman_contact_sheet.html",
+        ),
+        "under desk": (
+            artifact_dir / "review" / "under_desk_review_manifest.json",
+            artifact_dir / "review" / "under_desk_contact_sheet.html",
+        ),
+        "ballsucking - laying": (
+            artifact_dir / "review" / "ballsucking_laying_review_manifest.json",
+            artifact_dir / "review" / "ballsucking_laying_contact_sheet.html",
+        ),
+        "pretzel": (
+            artifact_dir / "review" / "pretzel_review_manifest.json",
+            artifact_dir / "review" / "pretzel_contact_sheet.html",
+        ),
+        "woman ass exposed": (
+            artifact_dir / "review" / "woman_ass_exposed_review_manifest.json",
+            artifact_dir / "review" / "woman_ass_exposed_contact_sheet.html",
+        ),
+    }
+    thin_batch_pool_expectations = {
+        "rimjob": ("normal_rimjob_mixed_camera_folder_pool", 3),
+        "footjob": ("normal_footjob_mixed_camera_folder_pool", 2),
+        "reverse cowgirl - leg up": ("normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool", 2),
+        "reverse cowgirl -pretzel": ("normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool", 2),
+        "fist": ("normal_fist_mixed_camera_folder_pool", 1),
+        "anal cowgirl": ("normal_anal_cowgirl_single_reference_pool", 1),
+        "anal doggy - side view": ("normal_anal_doggy_side_view_single_reference_pool", 1),
+        "anal fuck from behind laying - back view - 3-4 angle": (
+            "normal_anal_laying_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "anal reverse congress": ("normal_anal_reverse_congress_single_reference_pool", 1),
+        "anus lickiing": ("normal_anus_licking_single_reference_pool", 1),
+        "blowjob laying - back view - 3-4 angle": (
+            "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "doggy press - back side": ("normal_doggy_press_back_side_single_reference_pool", 1),
+        "face sitting - front view": ("normal_face_sitting_front_view_single_reference_pool", 1),
+        "handjob - standing -low angle": ("normal_handjob_standing_low_angle_single_reference_pool", 1),
+        "pussy licking leg up - back view - 3-4 angle": (
+            "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "pussy licking standing woman": ("normal_pussy_licking_standing_woman_single_reference_pool", 1),
+        "under desk": ("normal_under_desk_single_reference_pool", 1),
+        "ballsucking - laying": ("normal_ballsucking_laying_close_reference_folder_pool", 2),
+        "pretzel": ("normal_pretzel_mixed_camera_folder_pool", 2),
+        "woman ass exposed": ("normal_display_rear_exposed_body_folder_pool", 4),
+    }
+    for artifact_path in (
+        priority_artifact_path,
+        prompt_batch_artifact_path,
+        score_sheet_artifact_path,
+        gates_artifact_path,
+        unused_pool_backlog_path,
+        reverse_cowgirl_manifest_path,
+        reverse_cowgirl_contact_sheet_path,
+        breasts_exposed_manifest_path,
+        breasts_exposed_contact_sheet_path,
+        pussy_spread_manifest_path,
+        pussy_spread_contact_sheet_path,
+        anal_random_manifest_path,
+        anal_random_contact_sheet_path,
+        couple_kissing_manifest_path,
+        couple_kissing_contact_sheet_path,
+        cowgirl_back_manifest_path,
+        cowgirl_back_contact_sheet_path,
+        rear_body_manifest_path,
+        rear_body_contact_sheet_path,
+        doggy_all_fours_back_manifest_path,
+        doggy_all_fours_back_contact_sheet_path,
+        doggy_all_fours_side_manifest_path,
+        doggy_all_fours_side_contact_sheet_path,
+        handjob_standing_side_manifest_path,
+        handjob_standing_side_contact_sheet_path,
+        breast_sucking_side_manifest_path,
+        breast_sucking_side_contact_sheet_path,
+        standing_from_front_side_manifest_path,
+        standing_from_front_side_contact_sheet_path,
+        doggy_generic_back_manifest_path,
+        doggy_generic_back_contact_sheet_path,
+        cowgirl_side_manifest_path,
+        cowgirl_side_contact_sheet_path,
+        penis_worship_manifest_path,
+        penis_worship_contact_sheet_path,
+        standing_backside_side_manifest_path,
+        standing_backside_side_contact_sheet_path,
+        doggy_all_fours_front_manifest_path,
+        doggy_all_fours_front_contact_sheet_path,
+        doggy_generic_front_manifest_path,
+        doggy_generic_front_contact_sheet_path,
+        piledriver_manifest_path,
+        piledriver_contact_sheet_path,
+        blowjob_laying_front_manifest_path,
+        blowjob_laying_front_contact_sheet_path,
+        breast_contact_front_manifest_path,
+        breast_contact_front_contact_sheet_path,
+        reverse_congress_front_manifest_path,
+        reverse_congress_front_contact_sheet_path,
+        boobjob_manifest_path,
+        boobjob_contact_sheet_path,
+        fingering_manifest_path,
+        fingering_contact_sheet_path,
+        sixty_nine_manifest_path,
+        sixty_nine_contact_sheet_path,
+        wand_manifest_path,
+        wand_contact_sheet_path,
+        ballsucking_standing_manifest_path,
+        ballsucking_standing_contact_sheet_path,
+        face_sitting_manifest_path,
+        face_sitting_contact_sheet_path,
+        pussy_licking_backview_manifest_path,
+        pussy_licking_backview_contact_sheet_path,
+        removing_pants_manifest_path,
+        removing_pants_contact_sheet_path,
+        *(path for pair in thin_batch_review_paths.values() for path in pair),
+    ):
+        _expect(artifact_path.is_file(), f"Normal camera prep artifact is missing: {artifact_path}")
+
+    priority_plan = prep_module.build_priority_plan(limit=5)
+    _expect(priority_plan.get("schema") == "sxcp_normal_camera_priority_plan_v1", "Normal camera priority plan schema changed")
+    _expect(priority_plan.get("no_generation") is True, "Normal camera priority plan must stay no-generation")
+    _expect(priority_plan.get("atlas_root") == "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted", "Normal camera priority plan atlas root changed")
+    candidates = priority_plan.get("candidates")
+    _expect(isinstance(candidates, list) and len(candidates) == 5, "Normal camera priority plan should honor the limit")
+    for index, candidate in enumerate(candidates, start=1):
+        _expect(candidate.get("priority_rank") == index, "Normal camera priority ranks should be stable and 1-based")
+        _expect(candidate.get("status") == "pre_ab_candidate", f"{candidate.get('key')} is not a pre-A/B candidate")
+        _expect(isinstance(candidate.get("reference_images"), list) and candidate["reference_images"], f"{candidate.get('key')} has no references")
+        _expect(isinstance(candidate.get("acceptance_gates"), list) and len(candidate["acceptance_gates"]) >= 6, f"{candidate.get('key')} lost acceptance gates")
+
+    prompt_batch = prep_module.build_prompt_cue_batch(limit=5)
+    _expect(prompt_batch.get("schema") == "sxcp_normal_camera_prompt_cue_batch_v1", "Normal camera prompt batch schema changed")
+    _expect(prompt_batch.get("no_generation") is True, "Normal camera prompt batch must stay no-generation")
+    items = prompt_batch.get("items")
+    _expect(isinstance(items, list) and len(items) == 5, "Normal camera prompt batch should honor the limit")
+    _expect(
+        any(item.get("state") == "needs_prompt_cleanup" for item in items),
+        "Normal camera prompt batch should flag option/noise cues before they become prompt-ready",
+    )
+    for item in items:
+        _expect(isinstance(item.get("source_prompt_cues"), list) and item["source_prompt_cues"], f"{item.get('variant_key')} lost source cues")
+        _expect(isinstance(item.get("positive_prompt_cues"), list), f"{item.get('variant_key')} positive cues should be a list")
+        _expect(isinstance(item.get("blocked_prompt_cues"), list), f"{item.get('variant_key')} blocked cues should be a list")
+        for cue in item.get("positive_prompt_cues") or []:
+            _expect(
+                not re.search(r"\b(?:may|optionally|either|or|without|never|no|not)\b", cue, flags=re.IGNORECASE),
+                f"{item.get('variant_key')} prompt-ready cue still has option/negative wording: {cue!r}",
+            )
+
+    score_sheet = prep_module.build_score_sheet(limit=5)
+    _expect(score_sheet.get("schema") == "sxcp_normal_camera_score_sheet_v1", "Normal camera score sheet schema changed")
+    _expect(score_sheet.get("no_generation") is True, "Normal camera score sheet must stay no-generation")
+    expected_gates = {
+        "camera_geometry",
+        "pose_ownership",
+        "workspace_continuity",
+        "clothing_visibility",
+        "subject_identity",
+        "body_proportion_control",
+        "prompt_noise",
+        "atlas_reference_match",
+    }
+    _expect(set(score_sheet.get("acceptance_gates") or []) == expected_gates, "Normal camera score sheet lost acceptance gates")
+    rows = score_sheet.get("rows")
+    _expect(isinstance(rows, list) and len(rows) == 5, "Normal camera score sheet should honor the limit")
+    for row in rows:
+        scores = row.get("scores")
+        _expect(isinstance(scores, dict), f"{row.get('variant_key')} score row has no scores")
+        _expect(set(scores.keys()) == expected_gates, f"{row.get('variant_key')} score row lost gate columns")
+        _expect(all(value is None for value in scores.values()), f"{row.get('variant_key')} score row should be blank before generation")
+
+    priority_artifact = json.loads(priority_artifact_path.read_text(encoding="utf-8"))
+    prompt_batch_artifact = json.loads(prompt_batch_artifact_path.read_text(encoding="utf-8"))
+    score_sheet_artifact = json.loads(score_sheet_artifact_path.read_text(encoding="utf-8"))
+    unused_pool_backlog = json.loads(unused_pool_backlog_path.read_text(encoding="utf-8"))
+    reverse_cowgirl_manifest = json.loads(reverse_cowgirl_manifest_path.read_text(encoding="utf-8"))
+    breasts_exposed_manifest = json.loads(breasts_exposed_manifest_path.read_text(encoding="utf-8"))
+    pussy_spread_manifest = json.loads(pussy_spread_manifest_path.read_text(encoding="utf-8"))
+    anal_random_manifest = json.loads(anal_random_manifest_path.read_text(encoding="utf-8"))
+    couple_kissing_manifest = json.loads(couple_kissing_manifest_path.read_text(encoding="utf-8"))
+    cowgirl_back_manifest = json.loads(cowgirl_back_manifest_path.read_text(encoding="utf-8"))
+    rear_body_manifest = json.loads(rear_body_manifest_path.read_text(encoding="utf-8"))
+    doggy_all_fours_back_manifest = json.loads(doggy_all_fours_back_manifest_path.read_text(encoding="utf-8"))
+    doggy_all_fours_side_manifest = json.loads(doggy_all_fours_side_manifest_path.read_text(encoding="utf-8"))
+    handjob_standing_side_manifest = json.loads(handjob_standing_side_manifest_path.read_text(encoding="utf-8"))
+    breast_sucking_side_manifest = json.loads(breast_sucking_side_manifest_path.read_text(encoding="utf-8"))
+    standing_from_front_side_manifest = json.loads(standing_from_front_side_manifest_path.read_text(encoding="utf-8"))
+    doggy_generic_back_manifest = json.loads(doggy_generic_back_manifest_path.read_text(encoding="utf-8"))
+    cowgirl_side_manifest = json.loads(cowgirl_side_manifest_path.read_text(encoding="utf-8"))
+    penis_worship_manifest = json.loads(penis_worship_manifest_path.read_text(encoding="utf-8"))
+    standing_backside_side_manifest = json.loads(standing_backside_side_manifest_path.read_text(encoding="utf-8"))
+    doggy_all_fours_front_manifest = json.loads(doggy_all_fours_front_manifest_path.read_text(encoding="utf-8"))
+    doggy_generic_front_manifest = json.loads(doggy_generic_front_manifest_path.read_text(encoding="utf-8"))
+    piledriver_manifest = json.loads(piledriver_manifest_path.read_text(encoding="utf-8"))
+    blowjob_laying_front_manifest = json.loads(blowjob_laying_front_manifest_path.read_text(encoding="utf-8"))
+    breast_contact_front_manifest = json.loads(breast_contact_front_manifest_path.read_text(encoding="utf-8"))
+    reverse_congress_front_manifest = json.loads(reverse_congress_front_manifest_path.read_text(encoding="utf-8"))
+    boobjob_manifest = json.loads(boobjob_manifest_path.read_text(encoding="utf-8"))
+    fingering_manifest = json.loads(fingering_manifest_path.read_text(encoding="utf-8"))
+    sixty_nine_manifest = json.loads(sixty_nine_manifest_path.read_text(encoding="utf-8"))
+    wand_manifest = json.loads(wand_manifest_path.read_text(encoding="utf-8"))
+    ballsucking_standing_manifest = json.loads(ballsucking_standing_manifest_path.read_text(encoding="utf-8"))
+    face_sitting_manifest = json.loads(face_sitting_manifest_path.read_text(encoding="utf-8"))
+    pussy_licking_backview_manifest = json.loads(pussy_licking_backview_manifest_path.read_text(encoding="utf-8"))
+    removing_pants_manifest = json.loads(removing_pants_manifest_path.read_text(encoding="utf-8"))
+    thin_batch_manifests = {
+        folder: json.loads(manifest_path.read_text(encoding="utf-8"))
+        for folder, (manifest_path, _contact_sheet_path) in thin_batch_review_paths.items()
+    }
+    _expect(priority_artifact.get("selected_count") == 55, "Normal camera priority artifact should include all 55 pre-A/B variants")
+    _expect(len(prompt_batch_artifact.get("items") or []) == 55, "Normal camera prompt batch artifact should include all 55 pre-A/B variants")
+    _expect(len(score_sheet_artifact.get("rows") or []) == 55, "Normal camera score sheet artifact should include all 55 pre-A/B variants")
+    _expect("body_proportion_control" in gates_artifact_path.read_text(encoding="utf-8"), "Normal camera gate artifact lost body proportion gate")
+    _expect((unused_pool_backlog.get("folders") or [])[0].get("folder") == "reverse cowgirl", "Normal camera unused-pool backlog should start with reverse cowgirl")
+    artifact_backlog_by_folder = {str(row.get("folder")): row for row in unused_pool_backlog.get("folders") or []}
+    _expect("cowgirl - back view - 3-4 angle" in artifact_backlog_by_folder, "Cowgirl back-three-quarter backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["cowgirl - back view - 3-4 angle"].get("selected_reference_count") == 15, "Cowgirl back-three-quarter selected-reference count changed")
+    _expect(artifact_backlog_by_folder["cowgirl - back view - 3-4 angle"].get("remaining_image_count") == 114, "Cowgirl back-three-quarter unused-pool count changed")
+    _expect("pussy spread" in artifact_backlog_by_folder, "Pussy-spread backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["pussy spread"].get("selected_reference_count") == 39, "Pussy-spread selected-reference count changed")
+    _expect(artifact_backlog_by_folder["pussy spread"].get("remaining_image_count") == 61, "Pussy-spread unused-pool count changed")
+    _expect("breasts exposed" in artifact_backlog_by_folder, "Breasts-exposed backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["breasts exposed"].get("selected_reference_count") == 49, "Breasts-exposed selected-reference count changed")
+    _expect(artifact_backlog_by_folder["breasts exposed"].get("remaining_image_count") == 119, "Breasts-exposed unused-pool count changed")
+    _expect("woman solo showing her hass - back view" in artifact_backlog_by_folder, "Rear-body display backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["woman solo showing her hass - back view"].get("selected_reference_count") == 30, "Rear-body display selected-reference count changed")
+    _expect(artifact_backlog_by_folder["woman solo showing her hass - back view"].get("remaining_image_count") == 69, "Rear-body display unused-pool count changed")
+    _expect("doggy on all four - back view - 3-4 angle" in artifact_backlog_by_folder, "Doggy all-fours back-three-quarter backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["doggy on all four - back view - 3-4 angle"].get("selected_reference_count") == 15, "Doggy all-fours back-three-quarter selected-reference count changed")
+    _expect(artifact_backlog_by_folder["doggy on all four - back view - 3-4 angle"].get("remaining_image_count") == 54, "Doggy all-fours back-three-quarter unused-pool count changed")
+    _expect("breast sucking - side view" in artifact_backlog_by_folder, "Breast-sucking side-view backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["breast sucking - side view"].get("selected_reference_count") == 15, "Breast-sucking side-view selected-reference count changed")
+    _expect(artifact_backlog_by_folder["breast sucking - side view"].get("remaining_image_count") == 28, "Breast-sucking side-view unused-pool count changed")
+    _expect("penis worship" in artifact_backlog_by_folder, "Penis-worship backlog row should remain tracked")
+    _expect(artifact_backlog_by_folder["penis worship"].get("selected_reference_count") == 20, "Penis-worship selected-reference count changed")
+    _expect(artifact_backlog_by_folder["penis worship"].get("remaining_image_count") == 29, "Penis-worship unused-pool count changed")
+    _expect(
+        "fuck from behind standing - woman backside - side view" in artifact_backlog_by_folder,
+        "Standing backside side-view backlog row should remain tracked",
+    )
+    _expect(
+        artifact_backlog_by_folder["fuck from behind standing - woman backside - side view"].get("selected_reference_count") == 17,
+        "Standing backside side-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["fuck from behind standing - woman backside - side view"].get("remaining_image_count") == 30,
+        "Standing backside side-view unused-pool count changed",
+    )
+    _expect("doggy all four - front view" in artifact_backlog_by_folder, "Doggy all-fours front-view backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["doggy all four - front view"].get("selected_reference_count") == 15,
+        "Doggy all-fours front-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["doggy all four - front view"].get("remaining_image_count") == 13,
+        "Doggy all-fours front-view unused-pool count changed",
+    )
+    _expect(
+        "doggy - front view " in artifact_backlog_by_folder,
+        "Doggy generic front-view trailing-space backlog row should remain tracked",
+    )
+    _expect(
+        artifact_backlog_by_folder["doggy - front view "].get("covered_by_variants") is True,
+        "Doggy generic front-view trailing-space folder should be covered by an exact variant folder name",
+    )
+    _expect(
+        artifact_backlog_by_folder["doggy - front view "].get("selected_reference_count") == 12,
+        "Doggy generic front-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["doggy - front view "].get("remaining_image_count") == 1,
+        "Doggy generic front-view unused-pool count changed",
+    )
+    _expect("piledriver" in artifact_backlog_by_folder, "Piledriver backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["piledriver"].get("selected_reference_count") == 18,
+        "Piledriver selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["piledriver"].get("remaining_image_count") == 9,
+        "Piledriver unused-pool count changed",
+    )
+    _expect(
+        "blowjob - laying - front view" in artifact_backlog_by_folder,
+        "Blowjob laying front-view backlog row should remain tracked",
+    )
+    _expect(
+        artifact_backlog_by_folder["blowjob - laying - front view"].get("selected_reference_count") == 15,
+        "Blowjob laying front-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["blowjob - laying - front view"].get("remaining_image_count") == 11,
+        "Blowjob laying front-view unused-pool count changed",
+    )
+    _expect(
+        "breast - touching - front view" in artifact_backlog_by_folder,
+        "Breast-contact front-view backlog row should remain tracked",
+    )
+    _expect(
+        artifact_backlog_by_folder["breast - touching - front view"].get("selected_reference_count") == 15,
+        "Breast-contact front-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["breast - touching - front view"].get("remaining_image_count") == 10,
+        "Breast-contact front-view unused-pool count changed",
+    )
+    _expect(
+        "reverse congress - front view" in artifact_backlog_by_folder,
+        "Reverse-congress front-view backlog row should remain tracked",
+    )
+    _expect(
+        artifact_backlog_by_folder["reverse congress - front view"].get("selected_reference_count") == 15,
+        "Reverse-congress front-view selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["reverse congress - front view"].get("remaining_image_count") == 6,
+        "Reverse-congress front-view unused-pool count changed",
+    )
+    _expect("boobjob" in artifact_backlog_by_folder, "Boobjob backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["boobjob"].get("selected_reference_count") == 13,
+        "Boobjob selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["boobjob"].get("remaining_image_count") == 6,
+        "Boobjob unused-pool count changed",
+    )
+    _expect("fingering" in artifact_backlog_by_folder, "Fingering backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["fingering"].get("selected_reference_count") == 12,
+        "Fingering selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["fingering"].get("remaining_image_count") == 3,
+        "Fingering unused-pool count changed",
+    )
+    _expect("69" in artifact_backlog_by_folder, "Sixty-nine backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["69"].get("selected_reference_count") == 8,
+        "Sixty-nine selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["69"].get("remaining_image_count") == 2,
+        "Sixty-nine unused-pool count changed",
+    )
+    _expect("wand" in artifact_backlog_by_folder, "Wand backlog row should remain tracked")
+    _expect(
+        artifact_backlog_by_folder["wand"].get("selected_reference_count") == 8,
+        "Wand selected-reference count changed",
+    )
+    _expect(
+        artifact_backlog_by_folder["wand"].get("remaining_image_count") == 1,
+        "Wand unused-pool count changed",
+    )
+    _expect(
+        "ballsucking - standing" not in artifact_backlog_by_folder,
+        "Fully represented ballsucking standing folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "face sitting" not in artifact_backlog_by_folder,
+        "Fully represented face-sitting folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "pussy licking - backv iew" not in artifact_backlog_by_folder,
+        "Fully represented pussy-licking back-view folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "removing pants" not in artifact_backlog_by_folder,
+        "Fully represented removing-pants folder should leave the unused-pool backlog",
+    )
+    for folder in thin_batch_pool_expectations:
+        _expect(
+            folder not in artifact_backlog_by_folder,
+            f"Fully represented {folder} folder should leave the unused-pool backlog",
+        )
+    _expect(reverse_cowgirl_manifest.get("folder") == "reverse cowgirl", "Reverse-cowgirl review manifest targets the wrong folder")
+    reverse_selected = {
+        str(item.get("variant_key")): item for item in reverse_cowgirl_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_reverse_cowgirl_low_close_front_view" in reverse_selected,
+        "Reverse-cowgirl artifact manifest should record the low-close selected subset",
+    )
+    _expect(
+        len(reverse_selected["normal_reverse_cowgirl_low_close_front_view"].get("reference_images") or []) == 12,
+        "Reverse-cowgirl low-close artifact subset should have 12 references",
+    )
+    _expect(breasts_exposed_manifest.get("folder") == "breasts exposed", "Breasts-exposed review manifest targets the wrong folder")
+    _expect(breasts_exposed_manifest.get("image_count") == 168, "Breasts-exposed review manifest should cover all 168 JPGs")
+    breasts_selected = {
+        str(item.get("variant_key")): item for item in breasts_exposed_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_display_breasts_exposed_front_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the front-view selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_front_view"].get("reference_images") or []) == 12,
+        "Breasts-exposed front-view subset should have 12 references",
+    )
+    _expect(
+        "normal_display_breasts_exposed_side_offset_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the side-offset selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_side_offset_view"].get("reference_images") or []) == 10,
+        "Breasts-exposed side-offset subset should have 10 references",
+    )
+    _expect(
+        "normal_display_breasts_exposed_standing_front_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the standing front-view selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_standing_front_view"].get("reference_images") or []) == 12,
+        "Breasts-exposed standing front-view subset should have 12 references",
+    )
+    _expect(
+        "normal_display_breasts_exposed_seated_kneeling_front_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the seated/kneeling front-view selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_seated_kneeling_front_view"].get("reference_images") or []) == 12,
+        "Breasts-exposed seated/kneeling front-view subset should have 12 references",
+    )
+    _expect(pussy_spread_manifest.get("folder") == "pussy spread", "Pussy-spread review manifest targets the wrong folder")
+    _expect(pussy_spread_manifest.get("image_count") == 100, "Pussy-spread review manifest should cover all 100 JPGs")
+    pussy_selected = {
+        str(item.get("variant_key")): item for item in pussy_spread_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_display_front_open_leg_front_view" in pussy_selected,
+        "Pussy-spread review manifest should record the front-view selected subset",
+    )
+    _expect(
+        len(pussy_selected["normal_display_front_open_leg_front_view"].get("reference_images") or []) == 12,
+        "Pussy-spread front-view subset should have 12 references",
+    )
+    _expect(
+        "normal_display_front_open_leg_low_close" in pussy_selected,
+        "Pussy-spread review manifest should record the low-close selected subset",
+    )
+    _expect(
+        len(pussy_selected["normal_display_front_open_leg_low_close"].get("reference_images") or []) == 12,
+        "Pussy-spread low-close subset should have 12 references",
+    )
+    _expect(
+        "normal_display_front_open_leg_side_offset_view" in pussy_selected,
+        "Pussy-spread review manifest should record the side-offset selected subset",
+    )
+    _expect(
+        len(pussy_selected["normal_display_front_open_leg_side_offset_view"].get("reference_images") or []) == 12,
+        "Pussy-spread side-offset subset should have 12 references",
+    )
+    _expect(anal_random_manifest.get("folder") == "anal random", "Anal-random review manifest targets the wrong folder")
+    _expect(anal_random_manifest.get("image_count") == 99, "Anal-random review manifest should cover all 99 JPGs")
+    anal_selected = {
+        str(item.get("variant_key")): item for item in anal_random_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_anal_random_front_view" in anal_selected,
+        "Anal-random review manifest should record the front-view selected subset",
+    )
+    _expect(
+        len(anal_selected["normal_anal_random_front_view"].get("reference_images") or []) == 11,
+        "Anal-random front-view subset should have 11 references",
+    )
+    _expect(
+        "normal_anal_random_back_side_offset_view" in anal_selected,
+        "Anal-random review manifest should record the back-side-offset selected subset",
+    )
+    _expect(
+        len(anal_selected["normal_anal_random_back_side_offset_view"].get("reference_images") or []) == 12,
+        "Anal-random back-side-offset subset should have 12 references",
+    )
+    _expect(couple_kissing_manifest.get("folder") == "couple kissing", "Couple-kissing review manifest targets the wrong folder")
+    _expect(couple_kissing_manifest.get("image_count") == 88, "Couple-kissing review manifest should cover all 88 JPGs")
+    couple_selected = {
+        str(item.get("variant_key")): item for item in couple_kissing_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_couple_kissing_upright_side_profile" in couple_selected,
+        "Couple-kissing review manifest should record the upright side-profile selected subset",
+    )
+    _expect(
+        len(couple_selected["normal_couple_kissing_upright_side_profile"].get("reference_images") or []) == 12,
+        "Couple-kissing upright side-profile subset should have 12 references",
+    )
+    _expect(cowgirl_back_manifest.get("folder") == "cowgirl - back view - 3-4 angle", "Cowgirl back-three-quarter review manifest targets the wrong folder")
+    _expect(cowgirl_back_manifest.get("image_count") == 129, "Cowgirl back-three-quarter review manifest should cover all 129 JPGs")
+    cowgirl_back_selected = {
+        str(item.get("variant_key")): item for item in cowgirl_back_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_cowgirl_back_three_quarter" in cowgirl_back_selected,
+        "Cowgirl back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(cowgirl_back_selected["normal_cowgirl_back_three_quarter"].get("reference_images") or []) == 15,
+        "Cowgirl back-three-quarter reviewed subset should have 15 references",
+    )
+    _expect(rear_body_manifest.get("folder") == "woman solo showing her hass - back view", "Rear-body display review manifest targets the wrong folder")
+    _expect(rear_body_manifest.get("image_count") == 99, "Rear-body display review manifest should cover all 99 JPGs")
+    rear_body_selected = {
+        str(item.get("variant_key")): item for item in rear_body_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_display_rear_body_standing_back_view" in rear_body_selected,
+        "Rear-body display review manifest should record the standing back-view selected subset",
+    )
+    _expect(
+        len(rear_body_selected["normal_display_rear_body_standing_back_view"].get("reference_images") or []) == 12,
+        "Rear-body standing back-view subset should have 12 references",
+    )
+    _expect(doggy_all_fours_back_manifest.get("folder") == "doggy on all four - back view - 3-4 angle", "Doggy all-fours back-three-quarter review manifest targets the wrong folder")
+    _expect(doggy_all_fours_back_manifest.get("image_count") == 69, "Doggy all-fours back-three-quarter review manifest should cover all 69 JPGs")
+    doggy_all_fours_back_selected = {
+        str(item.get("variant_key")): item for item in doggy_all_fours_back_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_all_fours_back_three_quarter" in doggy_all_fours_back_selected,
+        "Doggy all-fours back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_back_selected["normal_doggy_all_fours_back_three_quarter"].get("reference_images") or []) == 15,
+        "Doggy all-fours back-three-quarter reviewed subset should have 15 references",
+    )
+    _expect(doggy_all_fours_side_manifest.get("folder") == "doggy on all four - side view", "Doggy all-fours side-view review manifest targets the wrong folder")
+    _expect(doggy_all_fours_side_manifest.get("image_count") == 70, "Doggy all-fours side-view review manifest should cover all 70 JPGs")
+    doggy_all_fours_side_selected = {
+        str(item.get("variant_key")): item for item in doggy_all_fours_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_all_fours_side_view" in doggy_all_fours_side_selected,
+        "Doggy all-fours side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_side_selected["normal_doggy_all_fours_side_view"].get("reference_images") or []) == 14,
+        "Doggy all-fours side-view reviewed subset should keep 14 references",
+    )
+    _expect(handjob_standing_side_manifest.get("folder") == "handjob standing - side view", "Handjob standing side-view review manifest targets the wrong folder")
+    _expect(handjob_standing_side_manifest.get("image_count") == 63, "Handjob standing side-view review manifest should cover all 63 JPGs")
+    handjob_standing_side_selected = {
+        str(item.get("variant_key")): item for item in handjob_standing_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_handjob_standing_side_profile" in handjob_standing_side_selected,
+        "Handjob standing side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(handjob_standing_side_selected["normal_handjob_standing_side_profile"].get("reference_images") or []) == 7,
+        "Handjob standing side-view reviewed subset should keep 7 references",
+    )
+    _expect(breast_sucking_side_manifest.get("folder") == "breast sucking - side view", "Breast-sucking side-view review manifest targets the wrong folder")
+    _expect(breast_sucking_side_manifest.get("image_count") == 43, "Breast-sucking side-view review manifest should cover all 43 JPGs")
+    breast_sucking_side_selected = {
+        str(item.get("variant_key")): item for item in breast_sucking_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_breast_sucking_side_view" in breast_sucking_side_selected,
+        "Breast-sucking side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(breast_sucking_side_selected["normal_breast_sucking_side_view"].get("reference_images") or []) == 15,
+        "Breast-sucking side-view reviewed subset should have 15 references",
+    )
+    _expect(standing_from_front_side_manifest.get("folder") == "fuck from front standing - side view", "Standing from-front side-view review manifest targets the wrong folder")
+    _expect(standing_from_front_side_manifest.get("image_count") == 36, "Standing from-front side-view review manifest should cover all 36 JPGs")
+    standing_from_front_side_selected = {
+        str(item.get("variant_key")): item for item in standing_from_front_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_standing_from_front_side_view" in standing_from_front_side_selected,
+        "Standing from-front side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(standing_from_front_side_selected["normal_standing_from_front_side_view"].get("reference_images") or []) == 3,
+        "Standing from-front side-view reviewed subset should keep 3 references",
+    )
+    _expect(doggy_generic_back_manifest.get("folder") == "doggy - back view - 3-4 angle", "Doggy generic back-three-quarter review manifest targets the wrong folder")
+    _expect(doggy_generic_back_manifest.get("image_count") == 35, "Doggy generic back-three-quarter review manifest should cover all 35 JPGs")
+    doggy_generic_back_selected = {
+        str(item.get("variant_key")): item for item in doggy_generic_back_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_generic_back_three_quarter" in doggy_generic_back_selected,
+        "Doggy generic back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_generic_back_selected["normal_doggy_generic_back_three_quarter"].get("reference_images") or []) == 15,
+        "Doggy generic back-three-quarter reviewed subset should have 15 references",
+    )
+    _expect(cowgirl_side_manifest.get("folder") == "cowgirl - side view", "Cowgirl side-view review manifest targets the wrong folder")
+    _expect(cowgirl_side_manifest.get("image_count") == 34, "Cowgirl side-view review manifest should cover all 34 JPGs")
+    cowgirl_side_selected = {
+        str(item.get("variant_key")): item for item in cowgirl_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_cowgirl_side_profile" in cowgirl_side_selected,
+        "Cowgirl side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(cowgirl_side_selected["normal_cowgirl_side_profile"].get("reference_images") or []) == 15,
+        "Cowgirl side-view reviewed subset should have 15 references",
+    )
+    _expect(penis_worship_manifest.get("folder") == "penis worship", "Penis-worship review manifest targets the wrong folder")
+    _expect(penis_worship_manifest.get("image_count") == 49, "Penis-worship review manifest should cover all 49 JPGs")
+    penis_worship_selected = {
+        str(item.get("variant_key")): item for item in penis_worship_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_penis_worship_foreground_close_reference_folder_pool" in penis_worship_selected,
+        "Penis-worship review manifest should record the residual foreground-close source pool anchor",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_foreground_close_reference_folder_pool"].get("reference_images") or []) == 1,
+        "Penis-worship foreground-close pool anchor should keep 1 reference",
+    )
+    _expect(
+        "normal_penis_worship_top_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the top-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_top_view"].get("reference_images") or []) == 6,
+        "Penis-worship top-view anchor subset should keep 6 references",
+    )
+    _expect(
+        "normal_penis_worship_side_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the side-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_side_view"].get("reference_images") or []) == 8,
+        "Penis-worship side-view anchor subset should keep 8 references",
+    )
+    _expect(
+        "normal_penis_worship_laying_partner_vertical_side_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the laying-partner vertical side-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_laying_partner_vertical_side_view"].get("reference_images") or []) == 5,
+        "Penis-worship laying-partner vertical side-view anchor subset should keep 5 references",
+    )
+    _expect(
+        standing_backside_side_manifest.get("folder") == "fuck from behind standing - woman backside - side view",
+        "Standing backside side-view review manifest targets the wrong folder",
+    )
+    _expect(
+        standing_backside_side_manifest.get("image_count") == 47,
+        "Standing backside side-view review manifest should cover all 47 JPGs",
+    )
+    standing_backside_side_selected = {
+        str(item.get("variant_key")): item for item in standing_backside_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_standing_backside_side_view_folder_pool" in standing_backside_side_selected,
+        "Standing backside side-view review manifest should record the source-pool anchor",
+    )
+    _expect(
+        len(standing_backside_side_selected["normal_doggy_standing_backside_side_view_folder_pool"].get("reference_images") or []) == 3,
+        "Standing backside side-view source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_doggy_standing_backside_side_view" in standing_backside_side_selected,
+        "Standing backside side-view review manifest should record the reviewed route anchors",
+    )
+    _expect(
+        len(standing_backside_side_selected["normal_doggy_standing_backside_side_view"].get("reference_images") or []) == 16,
+        "Standing backside side-view reviewed subset should keep 16 references",
+    )
+    _expect(
+        doggy_all_fours_front_manifest.get("folder") == "doggy all four - front view",
+        "Doggy all-fours front-view review manifest targets the wrong folder",
+    )
+    _expect(
+        doggy_all_fours_front_manifest.get("image_count") == 28,
+        "Doggy all-fours front-view review manifest should cover all 28 JPGs",
+    )
+    doggy_all_fours_front_selected = {
+        str(item.get("variant_key")): item for item in doggy_all_fours_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_all_fours_front_view" in doggy_all_fours_front_selected,
+        "Doggy all-fours front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_front_selected["normal_doggy_all_fours_front_view"].get("reference_images") or []) == 15,
+        "Doggy all-fours front-view reviewed subset should have 15 references",
+    )
+    _expect(
+        doggy_generic_front_manifest.get("folder") == "doggy - front view ",
+        "Doggy generic front-view review manifest targets the wrong folder",
+    )
+    _expect(
+        doggy_generic_front_manifest.get("image_count") == 13,
+        "Doggy generic front-view review manifest should cover all 13 JPGs",
+    )
+    doggy_generic_front_selected = {
+        str(item.get("variant_key")): item for item in doggy_generic_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_generic_front_view" in doggy_generic_front_selected,
+        "Doggy generic front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_generic_front_selected["normal_doggy_generic_front_view"].get("reference_images") or []) == 15,
+        "Doggy generic front-view reviewed subset should have 15 references",
+    )
+    _expect(piledriver_manifest.get("folder") == "piledriver", "Piledriver review manifest targets the wrong folder")
+    _expect(piledriver_manifest.get("image_count") == 27, "Piledriver review manifest should cover all 27 JPGs")
+    piledriver_selected = {
+        str(item.get("variant_key")): item for item in piledriver_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_piledriver_mixed_camera_folder_pool" in piledriver_selected,
+        "Piledriver review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        len(piledriver_selected["normal_piledriver_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Piledriver mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_piledriver_high_front_down_view" in piledriver_selected,
+        "Piledriver review manifest should record the high-front-down selected split",
+    )
+    _expect(
+        len(piledriver_selected["normal_piledriver_high_front_down_view"].get("reference_images") or []) == 15,
+        "Piledriver high-front-down selected split should have 15 references",
+    )
+    _expect(
+        blowjob_laying_front_manifest.get("folder") == "blowjob - laying - front view",
+        "Blowjob laying front-view review manifest targets the wrong folder",
+    )
+    _expect(
+        blowjob_laying_front_manifest.get("image_count") == 26,
+        "Blowjob laying front-view review manifest should cover all 26 JPGs",
+    )
+    blowjob_laying_front_selected = {
+        str(item.get("variant_key")): item for item in blowjob_laying_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_blowjob_laying_front_view" in blowjob_laying_front_selected,
+        "Blowjob laying front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(blowjob_laying_front_selected["normal_blowjob_laying_front_view"].get("reference_images") or []) == 15,
+        "Blowjob laying front-view reviewed subset should have 15 references",
+    )
+    _expect(
+        breast_contact_front_manifest.get("folder") == "breast - touching - front view",
+        "Breast-contact front-view review manifest targets the wrong folder",
+    )
+    _expect(
+        breast_contact_front_manifest.get("image_count") == 25,
+        "Breast-contact front-view review manifest should cover all 25 JPGs",
+    )
+    breast_contact_front_selected = {
+        str(item.get("variant_key")): item for item in breast_contact_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_breast_contact_front_view" in breast_contact_front_selected,
+        "Breast-contact front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(breast_contact_front_selected["normal_breast_contact_front_view"].get("reference_images") or []) == 15,
+        "Breast-contact front-view reviewed subset should have 15 references",
+    )
+    _expect(
+        reverse_congress_front_manifest.get("folder") == "reverse congress - front view",
+        "Reverse-congress front-view review manifest targets the wrong folder",
+    )
+    _expect(
+        reverse_congress_front_manifest.get("image_count") == 21,
+        "Reverse-congress front-view review manifest should cover all 21 JPGs",
+    )
+    reverse_congress_front_selected = {
+        str(item.get("variant_key")): item for item in reverse_congress_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_reverse_congress_front_view" in reverse_congress_front_selected,
+        "Reverse-congress front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(reverse_congress_front_selected["normal_reverse_congress_front_view"].get("reference_images") or []) == 15,
+        "Reverse-congress front-view reviewed subset should have 15 references",
+    )
+    _expect(boobjob_manifest.get("folder") == "boobjob", "Boobjob review manifest targets the wrong folder")
+    _expect(boobjob_manifest.get("image_count") == 19, "Boobjob review manifest should cover all 19 JPGs")
+    boobjob_selected = {
+        str(item.get("variant_key")): item for item in boobjob_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_boobjob_front_close_mixed_camera_folder_pool" in boobjob_selected,
+        "Boobjob review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        boobjob_selected["normal_boobjob_front_close_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Boobjob mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(boobjob_selected["normal_boobjob_front_close_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Boobjob mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_boobjob_front_close_view" in boobjob_selected,
+        "Boobjob review manifest should record the front-close selected split",
+    )
+    _expect(
+        boobjob_selected["normal_boobjob_front_close_view"].get("status") == "pre_ab_candidate",
+        "Boobjob front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(boobjob_selected["normal_boobjob_front_close_view"].get("reference_images") or []) == 12,
+        "Boobjob front-close selected split should have 12 references",
+    )
+    _expect(fingering_manifest.get("folder") == "fingering", "Fingering review manifest targets the wrong folder")
+    _expect(fingering_manifest.get("image_count") == 15, "Fingering review manifest should cover all 15 JPGs")
+    fingering_selected = {
+        str(item.get("variant_key")): item for item in fingering_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_fingering_mixed_camera_folder_pool" in fingering_selected,
+        "Fingering review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        fingering_selected["normal_fingering_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Fingering mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(fingering_selected["normal_fingering_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Fingering mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_fingering_reclined_front_view" in fingering_selected,
+        "Fingering review manifest should record the reclined front-view selected split",
+    )
+    _expect(
+        fingering_selected["normal_fingering_reclined_front_view"].get("status") == "pre_ab_candidate",
+        "Fingering reclined front-view selected split should be pre-A/B",
+    )
+    _expect(
+        len(fingering_selected["normal_fingering_reclined_front_view"].get("reference_images") or []) == 10,
+        "Fingering reclined front-view selected split should have 10 references",
+    )
+    _expect(sixty_nine_manifest.get("folder") == "69", "Sixty-nine review manifest targets the wrong folder")
+    _expect(sixty_nine_manifest.get("image_count") == 10, "Sixty-nine review manifest should cover all 10 JPGs")
+    sixty_nine_selected = {
+        str(item.get("variant_key")): item for item in sixty_nine_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_sixty_nine_mixed_camera_folder_pool" in sixty_nine_selected,
+        "Sixty-nine review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        sixty_nine_selected["normal_sixty_nine_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Sixty-nine mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(sixty_nine_selected["normal_sixty_nine_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Sixty-nine mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_sixty_nine_front_close_view" in sixty_nine_selected,
+        "Sixty-nine review manifest should record the front-close selected split",
+    )
+    _expect(
+        sixty_nine_selected["normal_sixty_nine_front_close_view"].get("status") == "pre_ab_candidate",
+        "Sixty-nine front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(sixty_nine_selected["normal_sixty_nine_front_close_view"].get("reference_images") or []) == 7,
+        "Sixty-nine front-close selected split should have 7 references",
+    )
+    _expect(wand_manifest.get("folder") == "wand", "Wand review manifest targets the wrong folder")
+    _expect(wand_manifest.get("image_count") == 9, "Wand review manifest should cover all 9 JPGs")
+    wand_selected = {
+        str(item.get("variant_key")): item for item in wand_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_wand_mixed_camera_folder_pool" in wand_selected,
+        "Wand review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        wand_selected["normal_wand_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Wand mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(wand_selected["normal_wand_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Wand mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_wand_front_close_view" in wand_selected,
+        "Wand review manifest should record the front-close selected split",
+    )
+    _expect(
+        wand_selected["normal_wand_front_close_view"].get("status") == "pre_ab_candidate",
+        "Wand front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(wand_selected["normal_wand_front_close_view"].get("reference_images") or []) == 7,
+        "Wand front-close selected split should have 7 references",
+    )
+    _expect(
+        ballsucking_standing_manifest.get("folder") == "ballsucking - standing",
+        "Ballsucking standing review manifest targets the wrong folder",
+    )
+    _expect(
+        ballsucking_standing_manifest.get("image_count") == 12,
+        "Ballsucking standing review manifest should cover all 12 JPGs",
+    )
+    ballsucking_standing_selected = {
+        str(item.get("variant_key")): item for item in ballsucking_standing_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_ballsucking_standing_partner_mixed_camera_folder_pool" in ballsucking_standing_selected,
+        "Ballsucking standing review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        ballsucking_standing_selected["normal_ballsucking_standing_partner_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Ballsucking standing mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(ballsucking_standing_selected["normal_ballsucking_standing_partner_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Ballsucking standing mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_ballsucking_standing_low_side_view" in ballsucking_standing_selected,
+        "Ballsucking standing review manifest should record the low-side selected split",
+    )
+    _expect(
+        ballsucking_standing_selected["normal_ballsucking_standing_low_side_view"].get("status") == "pre_ab_candidate",
+        "Ballsucking standing low-side selected split should be pre-A/B",
+    )
+    _expect(
+        len(ballsucking_standing_selected["normal_ballsucking_standing_low_side_view"].get("reference_images") or []) == 11,
+        "Ballsucking standing low-side selected split should have 11 references",
+    )
+    _expect(face_sitting_manifest.get("folder") == "face sitting", "Face-sitting review manifest targets the wrong folder")
+    _expect(face_sitting_manifest.get("image_count") == 4, "Face-sitting review manifest should cover all 4 JPGs")
+    face_sitting_selected = {
+        str(item.get("variant_key")): item for item in face_sitting_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_face_sitting_mixed_camera_folder_pool" in face_sitting_selected,
+        "Face-sitting review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Face-sitting mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Face-sitting mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("reference_images") or []) == 4,
+        "Face-sitting mixed source-pool anchor should keep all 4 references",
+    )
+    _expect(
+        pussy_licking_backview_manifest.get("folder") == "pussy licking - backv iew",
+        "Pussy-licking back-view review manifest targets the wrong folder",
+    )
+    _expect(
+        pussy_licking_backview_manifest.get("image_count") == 3,
+        "Pussy-licking back-view review manifest should cover all 3 JPGs",
+    )
+    pussy_licking_backview_selected = {
+        str(item.get("variant_key")): item for item in pussy_licking_backview_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_pussy_licking_backview_mixed_camera_folder_pool" in pussy_licking_backview_selected,
+        "Pussy-licking back-view review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Pussy-licking back-view mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Pussy-licking back-view mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Pussy-licking back-view mixed source-pool anchor should keep all 3 references",
+    )
+    _expect(removing_pants_manifest.get("folder") == "removing pants", "Removing-pants review manifest targets the wrong folder")
+    _expect(removing_pants_manifest.get("image_count") == 3, "Removing-pants review manifest should cover all 3 JPGs")
+    removing_pants_selected = {
+        str(item.get("variant_key")): item for item in removing_pants_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_removing_pants_mixed_camera_folder_pool" in removing_pants_selected,
+        "Removing-pants review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Removing-pants mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Removing-pants mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Removing-pants mixed source-pool anchor should keep all 3 references",
+    )
+    for folder, (variant_key, expected_count) in thin_batch_pool_expectations.items():
+        manifest = thin_batch_manifests[folder]
+        _expect(manifest.get("folder") == folder, f"{folder} review manifest targets the wrong folder")
+        _expect(
+            manifest.get("image_count") == expected_count,
+            f"{folder} review manifest should cover all {expected_count} JPGs",
+        )
+        selected = {str(item.get("variant_key")): item for item in manifest.get("selected_subvariants") or []}
+        _expect(variant_key in selected, f"{folder} review manifest should record the mixed source-pool anchor")
+        _expect(selected[variant_key].get("status") == "needs_samples", f"{folder} mixed source-pool anchor should stay needs_samples")
+        _expect(
+            selected[variant_key].get("review_bucket") == "reject_or_unclear",
+            f"{folder} mixed source-pool anchor should stay in the reject/unclear review bucket",
+        )
+        _expect(
+            len(selected[variant_key].get("reference_images") or []) == expected_count,
+            f"{folder} mixed source-pool anchor should keep all {expected_count} references",
+        )
+    _expect("No-generation contact sheet" in reverse_cowgirl_contact_sheet_path.read_text(encoding="utf-8"), "Reverse-cowgirl contact sheet lost no-generation scope")
+    breasts_contact_sheet = breasts_exposed_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in breasts_contact_sheet, "Breasts-exposed contact sheet lost no-generation scope")
+    _expect('data-review-bucket="front_view"' in breasts_contact_sheet, "Breasts-exposed contact sheet should mark selected front-view references")
+    _expect('data-review-bucket="side_view"' in breasts_contact_sheet, "Breasts-exposed contact sheet should mark selected side-view references")
+    _expect('data-selected-variant="normal_display_breasts_exposed_standing_front_view"' in breasts_contact_sheet, "Breasts-exposed contact sheet should mark selected standing front-view references")
+    _expect('data-selected-variant="normal_display_breasts_exposed_seated_kneeling_front_view"' in breasts_contact_sheet, "Breasts-exposed contact sheet should mark selected seated/kneeling front-view references")
+    pussy_contact_sheet = pussy_spread_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in pussy_contact_sheet, "Pussy-spread contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_display_front_open_leg_front_view"' in pussy_contact_sheet, "Pussy-spread contact sheet should mark selected front-view references")
+    _expect('data-selected-variant="normal_display_front_open_leg_low_close"' in pussy_contact_sheet, "Pussy-spread contact sheet should mark selected low-close references")
+    _expect('data-selected-variant="normal_display_front_open_leg_side_offset_view"' in pussy_contact_sheet, "Pussy-spread contact sheet should mark selected side-offset references")
+    anal_contact_sheet = anal_random_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in anal_contact_sheet, "Anal-random contact sheet lost no-generation scope")
+    _expect('data-review-bucket="front_view"' in anal_contact_sheet, "Anal-random contact sheet should mark selected front-view references")
+    _expect('data-selected-variant="normal_anal_random_back_side_offset_view"' in anal_contact_sheet, "Anal-random contact sheet should mark selected back-side-offset references")
+    couple_contact_sheet = couple_kissing_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in couple_contact_sheet, "Couple-kissing contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_couple_kissing_upright_side_profile"' in couple_contact_sheet, "Couple-kissing contact sheet should mark selected side-profile references")
+    cowgirl_back_contact_sheet = cowgirl_back_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in cowgirl_back_contact_sheet, "Cowgirl back-three-quarter contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_cowgirl_back_three_quarter"' in cowgirl_back_contact_sheet, "Cowgirl back-three-quarter contact sheet should mark reviewed references")
+    rear_body_contact_sheet = rear_body_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in rear_body_contact_sheet, "Rear-body display contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_display_rear_body_standing_back_view"' in rear_body_contact_sheet, "Rear-body display contact sheet should mark standing back-view references")
+    doggy_all_fours_back_contact_sheet = doggy_all_fours_back_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in doggy_all_fours_back_contact_sheet, "Doggy all-fours back-three-quarter contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_doggy_all_fours_back_three_quarter"' in doggy_all_fours_back_contact_sheet, "Doggy all-fours back-three-quarter contact sheet should mark reviewed references")
+    doggy_all_fours_side_contact_sheet = doggy_all_fours_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in doggy_all_fours_side_contact_sheet, "Doggy all-fours side-view contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_doggy_all_fours_side_view"' in doggy_all_fours_side_contact_sheet, "Doggy all-fours side-view contact sheet should mark reviewed references")
+    handjob_standing_side_contact_sheet = handjob_standing_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in handjob_standing_side_contact_sheet, "Handjob standing side-view contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_handjob_standing_side_profile"' in handjob_standing_side_contact_sheet, "Handjob standing side-view contact sheet should mark reviewed references")
+    breast_sucking_side_contact_sheet = breast_sucking_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in breast_sucking_side_contact_sheet, "Breast-sucking side-view contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_breast_sucking_side_view"' in breast_sucking_side_contact_sheet, "Breast-sucking side-view contact sheet should mark reviewed references")
+    standing_from_front_side_contact_sheet = standing_from_front_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in standing_from_front_side_contact_sheet, "Standing from-front side-view contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_standing_from_front_side_view"' in standing_from_front_side_contact_sheet, "Standing from-front side-view contact sheet should mark reviewed references")
+    doggy_generic_back_contact_sheet = doggy_generic_back_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in doggy_generic_back_contact_sheet, "Doggy generic back-three-quarter contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_doggy_generic_back_three_quarter"' in doggy_generic_back_contact_sheet, "Doggy generic back-three-quarter contact sheet should mark reviewed references")
+    cowgirl_side_contact_sheet = cowgirl_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in cowgirl_side_contact_sheet, "Cowgirl side-view contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_cowgirl_side_profile"' in cowgirl_side_contact_sheet, "Cowgirl side-view contact sheet should mark reviewed references")
+    penis_worship_contact_sheet = penis_worship_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in penis_worship_contact_sheet, "Penis-worship contact sheet lost no-generation scope")
+    _expect('data-selected-variant="normal_penis_worship_top_view"' in penis_worship_contact_sheet, "Penis-worship contact sheet should mark top-view anchors")
+    _expect('data-selected-variant="normal_penis_worship_side_view"' in penis_worship_contact_sheet, "Penis-worship contact sheet should mark side-view anchors")
+    _expect('data-selected-variant="normal_penis_worship_laying_partner_vertical_side_view"' in penis_worship_contact_sheet, "Penis-worship contact sheet should mark laying-partner vertical side-view anchors")
+    _expect('data-selected-variant="normal_penis_worship_foreground_close_reference_folder_pool"' in penis_worship_contact_sheet, "Penis-worship contact sheet should mark foreground-close source-pool anchor")
+    standing_backside_side_contact_sheet = standing_backside_side_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in standing_backside_side_contact_sheet, "Standing backside side-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_doggy_standing_backside_side_view"' in standing_backside_side_contact_sheet,
+        "Standing backside side-view contact sheet should mark reviewed route anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_doggy_standing_backside_side_view_folder_pool"' in standing_backside_side_contact_sheet,
+        "Standing backside side-view contact sheet should mark source-pool anchors",
+    )
+    doggy_all_fours_front_contact_sheet = doggy_all_fours_front_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in doggy_all_fours_front_contact_sheet, "Doggy all-fours front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_doggy_all_fours_front_view"' in doggy_all_fours_front_contact_sheet,
+        "Doggy all-fours front-view contact sheet should mark reviewed route references",
+    )
+    doggy_generic_front_contact_sheet = doggy_generic_front_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in doggy_generic_front_contact_sheet, "Doggy generic front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_doggy_generic_front_view"' in doggy_generic_front_contact_sheet,
+        "Doggy generic front-view contact sheet should mark reviewed route references",
+    )
+    piledriver_contact_sheet = piledriver_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in piledriver_contact_sheet, "Piledriver contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_piledriver_high_front_down_view"' in piledriver_contact_sheet,
+        "Piledriver contact sheet should mark high-front-down selected references",
+    )
+    _expect(
+        'data-selected-variant="normal_piledriver_mixed_camera_folder_pool"' in piledriver_contact_sheet,
+        "Piledriver contact sheet should mark mixed source-pool anchors",
+    )
+    blowjob_laying_front_contact_sheet = blowjob_laying_front_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in blowjob_laying_front_contact_sheet, "Blowjob laying front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_blowjob_laying_front_view"' in blowjob_laying_front_contact_sheet,
+        "Blowjob laying front-view contact sheet should mark reviewed route references",
+    )
+    breast_contact_front_contact_sheet = breast_contact_front_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in breast_contact_front_contact_sheet, "Breast-contact front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_breast_contact_front_view"' in breast_contact_front_contact_sheet,
+        "Breast-contact front-view contact sheet should mark reviewed route references",
+    )
+    reverse_congress_front_contact_sheet = reverse_congress_front_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in reverse_congress_front_contact_sheet, "Reverse-congress front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_reverse_congress_front_view"' in reverse_congress_front_contact_sheet,
+        "Reverse-congress front-view contact sheet should mark reviewed route references",
+    )
+    boobjob_contact_sheet = boobjob_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in boobjob_contact_sheet, "Boobjob contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_boobjob_front_close_mixed_camera_folder_pool"' in boobjob_contact_sheet,
+        "Boobjob contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_boobjob_front_close_view"' in boobjob_contact_sheet,
+        "Boobjob contact sheet should mark front-close selected references",
+    )
+    fingering_contact_sheet = fingering_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in fingering_contact_sheet, "Fingering contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_fingering_mixed_camera_folder_pool"' in fingering_contact_sheet,
+        "Fingering contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_fingering_reclined_front_view"' in fingering_contact_sheet,
+        "Fingering contact sheet should mark reclined front-view selected references",
+    )
+    sixty_nine_contact_sheet = sixty_nine_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in sixty_nine_contact_sheet, "Sixty-nine contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_sixty_nine_mixed_camera_folder_pool"' in sixty_nine_contact_sheet,
+        "Sixty-nine contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_sixty_nine_front_close_view"' in sixty_nine_contact_sheet,
+        "Sixty-nine contact sheet should mark front-close selected references",
+    )
+    wand_contact_sheet = wand_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in wand_contact_sheet, "Wand contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_wand_mixed_camera_folder_pool"' in wand_contact_sheet,
+        "Wand contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_wand_front_close_view"' in wand_contact_sheet,
+        "Wand contact sheet should mark front-close selected references",
+    )
+    ballsucking_standing_contact_sheet = ballsucking_standing_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in ballsucking_standing_contact_sheet, "Ballsucking standing contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_ballsucking_standing_partner_mixed_camera_folder_pool"' in ballsucking_standing_contact_sheet,
+        "Ballsucking standing contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_ballsucking_standing_low_side_view"' in ballsucking_standing_contact_sheet,
+        "Ballsucking standing contact sheet should mark low-side selected references",
+    )
+    face_sitting_contact_sheet = face_sitting_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in face_sitting_contact_sheet, "Face-sitting contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_face_sitting_mixed_camera_folder_pool"' in face_sitting_contact_sheet,
+        "Face-sitting contact sheet should mark mixed source-pool anchors",
+    )
+    pussy_licking_backview_contact_sheet = pussy_licking_backview_contact_sheet_path.read_text(encoding="utf-8")
+    _expect(
+        "No-generation contact sheet" in pussy_licking_backview_contact_sheet,
+        "Pussy-licking back-view contact sheet lost no-generation scope",
+    )
+    _expect(
+        'data-selected-variant="normal_pussy_licking_backview_mixed_camera_folder_pool"' in pussy_licking_backview_contact_sheet,
+        "Pussy-licking back-view contact sheet should mark mixed source-pool anchors",
+    )
+    removing_pants_contact_sheet = removing_pants_contact_sheet_path.read_text(encoding="utf-8")
+    _expect("No-generation contact sheet" in removing_pants_contact_sheet, "Removing-pants contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_removing_pants_mixed_camera_folder_pool"' in removing_pants_contact_sheet,
+        "Removing-pants contact sheet should mark mixed source-pool anchors",
+    )
+    for folder, (variant_key, _expected_count) in thin_batch_pool_expectations.items():
+        contact_sheet = thin_batch_review_paths[folder][1].read_text(encoding="utf-8")
+        _expect("No-generation contact sheet" in contact_sheet, f"{folder} contact sheet lost no-generation scope")
+        _expect(
+            f'data-selected-variant="{variant_key}"' in contact_sheet,
+            f"{folder} contact sheet should mark mixed source-pool anchors",
+        )
+
+
+def smoke_normal_camera_unused_pool_review_artifacts() -> None:
+    import importlib
+
+    _expect_normal_camera_validator()
+
+    prep_module = importlib.import_module("normal_camera_atlas_prep")
+
+    backlog = prep_module.build_unused_pool_backlog(limit=5)
+    _expect(backlog.get("schema") == "sxcp_normal_camera_unused_pool_backlog_v1", "Normal camera unused-pool backlog schema changed")
+    _expect(backlog.get("no_generation") is True, "Normal camera unused-pool backlog must stay no-generation")
+    backlog_folders = backlog.get("folders")
+    _expect(isinstance(backlog_folders, list) and backlog_folders, "Normal camera unused-pool backlog has no folders")
+    _expect(backlog_folders[0].get("folder") == "reverse cowgirl", "Reverse cowgirl should be the first unused-pool tranche")
+    _expect(backlog_folders[0].get("image_count") == 240, "Reverse cowgirl source-pool size changed")
+    _expect(backlog_folders[0].get("selected_reference_count") == 36, "Reverse cowgirl selected-reference count changed")
+    _expect(backlog_folders[0].get("remaining_image_count") == 204, "Reverse cowgirl unused-pool count changed")
+    _expect(backlog_folders[1].get("folder") == "breasts exposed", "Breasts exposed should remain the second unused-pool tranche")
+    _expect(backlog_folders[1].get("selected_reference_count") == 49, "Breasts-exposed selected-reference count changed")
+    _expect(backlog_folders[1].get("remaining_image_count") == 119, "Breasts-exposed unused-pool count changed")
+    _expect(backlog_folders[2].get("folder") == "cowgirl - back view - 3-4 angle", "Cowgirl back-three-quarter should remain the third unused-pool tranche")
+    _expect(backlog_folders[2].get("selected_reference_count") == 15, "Cowgirl back-three-quarter selected-reference count changed")
+    _expect(backlog_folders[2].get("remaining_image_count") == 114, "Cowgirl back-three-quarter unused-pool count changed")
+    backlog_by_folder = {str(row.get("folder")): row for row in backlog_folders}
+    _expect("anal random" in backlog_by_folder, "Anal random should remain in the top unused-pool backlog")
+    _expect(backlog_by_folder["anal random"].get("selected_reference_count") == 26, "Anal-random selected-reference count changed")
+    _expect(backlog_by_folder["anal random"].get("remaining_image_count") == 73, "Anal-random unused-pool count changed")
+
+    full_backlog = prep_module.build_unused_pool_backlog()
+    full_backlog_by_folder = {str(row.get("folder")): row for row in full_backlog.get("folders") or []}
+    _expect("doggy on all four - back view - 3-4 angle" in full_backlog_by_folder, "Doggy all-fours back-three-quarter should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["doggy on all four - back view - 3-4 angle"].get("selected_reference_count") == 15, "Doggy all-fours back-three-quarter selected-reference count changed")
+    _expect(full_backlog_by_folder["doggy on all four - back view - 3-4 angle"].get("remaining_image_count") == 54, "Doggy all-fours back-three-quarter unused-pool count changed")
+    _expect("breast sucking - side view" in full_backlog_by_folder, "Breast-sucking side-view should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["breast sucking - side view"].get("selected_reference_count") == 15, "Breast-sucking side-view selected-reference count changed")
+    _expect(full_backlog_by_folder["breast sucking - side view"].get("remaining_image_count") == 28, "Breast-sucking side-view unused-pool count changed")
+    _expect("fuck from front standing - side view" in full_backlog_by_folder, "Standing from-front side-view should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["fuck from front standing - side view"].get("selected_reference_count") == 3, "Standing from-front side-view selected-reference count changed")
+    _expect(full_backlog_by_folder["fuck from front standing - side view"].get("remaining_image_count") == 33, "Standing from-front side-view unused-pool count changed")
+    _expect("doggy - back view - 3-4 angle" in full_backlog_by_folder, "Doggy generic back-three-quarter should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["doggy - back view - 3-4 angle"].get("selected_reference_count") == 15, "Doggy generic back-three-quarter selected-reference count changed")
+    _expect(full_backlog_by_folder["doggy - back view - 3-4 angle"].get("remaining_image_count") == 20, "Doggy generic back-three-quarter unused-pool count changed")
+    _expect("cowgirl - side view" in full_backlog_by_folder, "Cowgirl side-view should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["cowgirl - side view"].get("selected_reference_count") == 15, "Cowgirl side-view selected-reference count changed")
+    _expect(full_backlog_by_folder["cowgirl - side view"].get("remaining_image_count") == 19, "Cowgirl side-view unused-pool count changed")
+    _expect("penis worship" in full_backlog_by_folder, "Penis-worship should remain in the unused-pool backlog")
+    _expect(full_backlog_by_folder["penis worship"].get("selected_reference_count") == 20, "Penis-worship selected-reference count changed")
+    _expect(full_backlog_by_folder["penis worship"].get("remaining_image_count") == 29, "Penis-worship unused-pool count changed")
+    _expect(
+        "fuck from behind standing - woman backside - side view" in full_backlog_by_folder,
+        "Standing backside side-view should remain in the unused-pool backlog",
+    )
+    _expect(
+        full_backlog_by_folder["fuck from behind standing - woman backside - side view"].get("selected_reference_count") == 17,
+        "Standing backside side-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["fuck from behind standing - woman backside - side view"].get("remaining_image_count") == 30,
+        "Standing backside side-view unused-pool count changed",
+    )
+    _expect("doggy all four - front view" in full_backlog_by_folder, "Doggy all-fours front-view should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["doggy all four - front view"].get("selected_reference_count") == 15,
+        "Doggy all-fours front-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["doggy all four - front view"].get("remaining_image_count") == 13,
+        "Doggy all-fours front-view unused-pool count changed",
+    )
+    _expect(
+        "doggy - front view " in full_backlog_by_folder,
+        "Doggy generic front-view trailing-space folder should remain in the unused-pool backlog",
+    )
+    _expect(
+        full_backlog_by_folder["doggy - front view "].get("covered_by_variants") is True,
+        "Doggy generic front-view trailing-space folder should be covered by an exact variant folder name",
+    )
+    _expect(
+        full_backlog_by_folder["doggy - front view "].get("selected_reference_count") == 12,
+        "Doggy generic front-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["doggy - front view "].get("remaining_image_count") == 1,
+        "Doggy generic front-view unused-pool count changed",
+    )
+    _expect("piledriver" in full_backlog_by_folder, "Piledriver should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["piledriver"].get("selected_reference_count") == 18,
+        "Piledriver selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["piledriver"].get("remaining_image_count") == 9,
+        "Piledriver unused-pool count changed",
+    )
+    _expect(
+        "blowjob - laying - front view" in full_backlog_by_folder,
+        "Blowjob laying front-view should remain in the unused-pool backlog",
+    )
+    _expect(
+        full_backlog_by_folder["blowjob - laying - front view"].get("selected_reference_count") == 15,
+        "Blowjob laying front-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["blowjob - laying - front view"].get("remaining_image_count") == 11,
+        "Blowjob laying front-view unused-pool count changed",
+    )
+    _expect(
+        "breast - touching - front view" in full_backlog_by_folder,
+        "Breast-contact front-view should remain in the unused-pool backlog",
+    )
+    _expect(
+        full_backlog_by_folder["breast - touching - front view"].get("selected_reference_count") == 15,
+        "Breast-contact front-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["breast - touching - front view"].get("remaining_image_count") == 10,
+        "Breast-contact front-view unused-pool count changed",
+    )
+    _expect(
+        "reverse congress - front view" in full_backlog_by_folder,
+        "Reverse-congress front-view should remain in the unused-pool backlog",
+    )
+    _expect(
+        full_backlog_by_folder["reverse congress - front view"].get("selected_reference_count") == 15,
+        "Reverse-congress front-view selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["reverse congress - front view"].get("remaining_image_count") == 6,
+        "Reverse-congress front-view unused-pool count changed",
+    )
+    _expect("boobjob" in full_backlog_by_folder, "Boobjob should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["boobjob"].get("selected_reference_count") == 13,
+        "Boobjob selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["boobjob"].get("remaining_image_count") == 6,
+        "Boobjob unused-pool count changed",
+    )
+    _expect("fingering" in full_backlog_by_folder, "Fingering should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["fingering"].get("selected_reference_count") == 12,
+        "Fingering selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["fingering"].get("remaining_image_count") == 3,
+        "Fingering unused-pool count changed",
+    )
+    _expect("69" in full_backlog_by_folder, "Sixty-nine should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["69"].get("selected_reference_count") == 8,
+        "Sixty-nine selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["69"].get("remaining_image_count") == 2,
+        "Sixty-nine unused-pool count changed",
+    )
+    _expect("wand" in full_backlog_by_folder, "Wand should remain in the unused-pool backlog")
+    _expect(
+        full_backlog_by_folder["wand"].get("selected_reference_count") == 8,
+        "Wand selected-reference count changed",
+    )
+    _expect(
+        full_backlog_by_folder["wand"].get("remaining_image_count") == 1,
+        "Wand unused-pool count changed",
+    )
+    _expect(
+        "ballsucking - standing" not in full_backlog_by_folder,
+        "Fully represented ballsucking standing folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "face sitting" not in full_backlog_by_folder,
+        "Fully represented face-sitting folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "pussy licking - backv iew" not in full_backlog_by_folder,
+        "Fully represented pussy-licking back-view folder should leave the unused-pool backlog",
+    )
+    _expect(
+        "removing pants" not in full_backlog_by_folder,
+        "Fully represented removing-pants folder should leave the unused-pool backlog",
+    )
+    thin_batch_pool_expectations = {
+        "rimjob": ("normal_rimjob_mixed_camera_folder_pool", 3),
+        "footjob": ("normal_footjob_mixed_camera_folder_pool", 2),
+        "reverse cowgirl - leg up": ("normal_reverse_cowgirl_leg_up_mixed_camera_folder_pool", 2),
+        "reverse cowgirl -pretzel": ("normal_reverse_cowgirl_pretzel_mixed_camera_folder_pool", 2),
+        "fist": ("normal_fist_mixed_camera_folder_pool", 1),
+        "anal cowgirl": ("normal_anal_cowgirl_single_reference_pool", 1),
+        "anal doggy - side view": ("normal_anal_doggy_side_view_single_reference_pool", 1),
+        "anal fuck from behind laying - back view - 3-4 angle": (
+            "normal_anal_laying_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "anal reverse congress": ("normal_anal_reverse_congress_single_reference_pool", 1),
+        "anus lickiing": ("normal_anus_licking_single_reference_pool", 1),
+        "blowjob laying - back view - 3-4 angle": (
+            "normal_blowjob_laying_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "doggy press - back side": ("normal_doggy_press_back_side_single_reference_pool", 1),
+        "face sitting - front view": ("normal_face_sitting_front_view_single_reference_pool", 1),
+        "handjob - standing -low angle": ("normal_handjob_standing_low_angle_single_reference_pool", 1),
+        "pussy licking leg up - back view - 3-4 angle": (
+            "normal_pussy_licking_leg_up_back_three_quarter_single_reference_pool",
+            1,
+        ),
+        "pussy licking standing woman": ("normal_pussy_licking_standing_woman_single_reference_pool", 1),
+        "under desk": ("normal_under_desk_single_reference_pool", 1),
+        "ballsucking - laying": ("normal_ballsucking_laying_close_reference_folder_pool", 2),
+        "pretzel": ("normal_pretzel_mixed_camera_folder_pool", 2),
+        "woman ass exposed": ("normal_display_rear_exposed_body_folder_pool", 4),
+    }
+    for folder in thin_batch_pool_expectations:
+        _expect(
+            folder not in full_backlog_by_folder,
+            f"Fully represented {folder} folder should leave the unused-pool backlog",
+        )
+
+    manifest = prep_module.build_review_manifest("reverse cowgirl", page_size=40)
+    _expect(manifest.get("schema") == "sxcp_normal_camera_review_manifest_v1", "Normal camera review manifest schema changed")
+    _expect(manifest.get("no_generation") is True, "Normal camera review manifest must stay no-generation")
+    _expect(manifest.get("folder") == "reverse cowgirl", "Review manifest should target reverse cowgirl")
+    _expect(manifest.get("image_count") == 240, "Reverse cowgirl review should cover all 240 JPGs")
+    _expect(len(manifest.get("contact_sheet_pages") or []) == 6, "Reverse cowgirl review should be paged at 40 images per sheet")
+    _expect("back_view" in (manifest.get("review_bucket_values") or {}), "Review buckets lost back-view routing")
+    selected_subvariants = manifest.get("selected_subvariants")
+    _expect(isinstance(selected_subvariants, list) and selected_subvariants, "Review manifest lost selected subvariants")
+    selected_by_key = {str(item.get("variant_key")): item for item in selected_subvariants}
+    _expect(
+        "normal_reverse_cowgirl_front_view" in selected_by_key,
+        "Review manifest should record the reverse-cowgirl front-view selected subset",
+    )
+    _expect(len(selected_by_key["normal_reverse_cowgirl_front_view"].get("reference_images") or []) == 12, "Reverse-cowgirl front-view subset should have 12 references")
+    _expect(
+        "normal_reverse_cowgirl_front_three_quarter" in selected_by_key,
+        "Review manifest should record the reverse-cowgirl front-three-quarter selected subset",
+    )
+    _expect(
+        len(selected_by_key["normal_reverse_cowgirl_front_three_quarter"].get("reference_images") or []) == 12,
+        "Reverse-cowgirl front-three-quarter subset should have 12 references",
+    )
+    _expect(
+        "normal_reverse_cowgirl_low_close_front_view" in selected_by_key,
+        "Review manifest should record the reverse-cowgirl low-close front-view selected subset",
+    )
+    _expect(
+        len(selected_by_key["normal_reverse_cowgirl_low_close_front_view"].get("reference_images") or []) == 12,
+        "Reverse-cowgirl low-close front-view subset should have 12 references",
+    )
+
+    html = prep_module.build_contact_sheet_html("reverse cowgirl", page_size=40)
+    _expect("reverse cowgirl/0001.jpg" in html, "Contact sheet lost first reverse-cowgirl image")
+    _expect('data-review-bucket="front_view"' in html, "Contact sheet should mark selected front-view references")
+    _expect('data-review-bucket="front_three_quarter"' in html, "Contact sheet should mark selected front-three-quarter references")
+    _expect('data-selected-variant="normal_reverse_cowgirl_low_close_front_view"' in html, "Contact sheet should mark selected low-close front-view references")
+    _expect("No-generation contact sheet" in html, "Contact sheet should document no-generation review scope")
+
+    breasts_manifest = prep_module.build_review_manifest("breasts exposed", page_size=40)
+    breasts_selected = {str(item.get("variant_key")): item for item in breasts_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_display_breasts_exposed_standing_front_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the standing front-view selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_standing_front_view"].get("reference_images") or []) == 12,
+        "Breasts-exposed standing front-view subset should have 12 references",
+    )
+    _expect(
+        "normal_display_breasts_exposed_seated_kneeling_front_view" in breasts_selected,
+        "Breasts-exposed review manifest should record the seated/kneeling front-view selected subset",
+    )
+    _expect(
+        len(breasts_selected["normal_display_breasts_exposed_seated_kneeling_front_view"].get("reference_images") or []) == 12,
+        "Breasts-exposed seated/kneeling front-view subset should have 12 references",
+    )
+
+    doggy_all_fours_back_manifest = prep_module.build_review_manifest("doggy on all four - back view - 3-4 angle", page_size=40)
+    doggy_all_fours_back_selected = {str(item.get("variant_key")): item for item in doggy_all_fours_back_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_doggy_all_fours_back_three_quarter" in doggy_all_fours_back_selected,
+        "Doggy all-fours back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_back_selected["normal_doggy_all_fours_back_three_quarter"].get("reference_images") or []) == 15,
+        "Doggy all-fours back-three-quarter reviewed subset should have 15 references",
+    )
+
+    doggy_all_fours_side_manifest = prep_module.build_review_manifest("doggy on all four - side view", page_size=40)
+    doggy_all_fours_side_selected = {str(item.get("variant_key")): item for item in doggy_all_fours_side_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_doggy_all_fours_side_view" in doggy_all_fours_side_selected,
+        "Doggy all-fours side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_side_selected["normal_doggy_all_fours_side_view"].get("reference_images") or []) == 14,
+        "Doggy all-fours side-view reviewed subset should keep 14 references",
+    )
+
+    handjob_standing_side_manifest = prep_module.build_review_manifest("handjob standing - side view", page_size=40)
+    handjob_standing_side_selected = {str(item.get("variant_key")): item for item in handjob_standing_side_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_handjob_standing_side_profile" in handjob_standing_side_selected,
+        "Handjob standing side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(handjob_standing_side_selected["normal_handjob_standing_side_profile"].get("reference_images") or []) == 7,
+        "Handjob standing side-view reviewed subset should keep 7 references",
+    )
+
+    breast_sucking_side_manifest = prep_module.build_review_manifest("breast sucking - side view", page_size=40)
+    breast_sucking_side_selected = {str(item.get("variant_key")): item for item in breast_sucking_side_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_breast_sucking_side_view" in breast_sucking_side_selected,
+        "Breast-sucking side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(breast_sucking_side_selected["normal_breast_sucking_side_view"].get("reference_images") or []) == 15,
+        "Breast-sucking side-view reviewed subset should have 15 references",
+    )
+
+    standing_from_front_side_manifest = prep_module.build_review_manifest("fuck from front standing - side view", page_size=40)
+    standing_from_front_side_selected = {str(item.get("variant_key")): item for item in standing_from_front_side_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_standing_from_front_side_view" in standing_from_front_side_selected,
+        "Standing from-front side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(standing_from_front_side_selected["normal_standing_from_front_side_view"].get("reference_images") or []) == 3,
+        "Standing from-front side-view reviewed subset should keep 3 references",
+    )
+
+    doggy_generic_back_manifest = prep_module.build_review_manifest("doggy - back view - 3-4 angle", page_size=40)
+    doggy_generic_back_selected = {str(item.get("variant_key")): item for item in doggy_generic_back_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_doggy_generic_back_three_quarter" in doggy_generic_back_selected,
+        "Doggy generic back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_generic_back_selected["normal_doggy_generic_back_three_quarter"].get("reference_images") or []) == 15,
+        "Doggy generic back-three-quarter reviewed subset should have 15 references",
+    )
+
+    cowgirl_side_manifest = prep_module.build_review_manifest("cowgirl - side view", page_size=40)
+    cowgirl_side_selected = {str(item.get("variant_key")): item for item in cowgirl_side_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_cowgirl_side_profile" in cowgirl_side_selected,
+        "Cowgirl side-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(cowgirl_side_selected["normal_cowgirl_side_profile"].get("reference_images") or []) == 15,
+        "Cowgirl side-view reviewed subset should have 15 references",
+    )
+
+    penis_worship_manifest = prep_module.build_review_manifest("penis worship", page_size=40)
+    penis_worship_selected = {str(item.get("variant_key")): item for item in penis_worship_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_penis_worship_foreground_close_reference_folder_pool" in penis_worship_selected,
+        "Penis-worship review manifest should record the foreground-close source-pool anchor",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_foreground_close_reference_folder_pool"].get("reference_images") or []) == 1,
+        "Penis-worship foreground-close source-pool anchor should keep 1 reference",
+    )
+    _expect(
+        "normal_penis_worship_top_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the top-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_top_view"].get("reference_images") or []) == 6,
+        "Penis-worship top-view anchor subset should keep 6 references",
+    )
+    _expect(
+        "normal_penis_worship_side_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the side-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_side_view"].get("reference_images") or []) == 8,
+        "Penis-worship side-view anchor subset should keep 8 references",
+    )
+    _expect(
+        "normal_penis_worship_laying_partner_vertical_side_view" in penis_worship_selected,
+        "Penis-worship review manifest should record the laying-partner vertical side-view anchors",
+    )
+    _expect(
+        len(penis_worship_selected["normal_penis_worship_laying_partner_vertical_side_view"].get("reference_images") or []) == 5,
+        "Penis-worship laying-partner vertical side-view anchor subset should keep 5 references",
+    )
+
+    standing_backside_side_manifest = prep_module.build_review_manifest(
+        "fuck from behind standing - woman backside - side view", page_size=40
+    )
+    _expect(
+        standing_backside_side_manifest.get("image_count") == 47,
+        "Standing backside side-view review manifest should cover all 47 JPGs",
+    )
+    standing_backside_side_selected = {
+        str(item.get("variant_key")): item for item in standing_backside_side_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_standing_backside_side_view_folder_pool" in standing_backside_side_selected,
+        "Standing backside side-view review manifest should record the source-pool anchor",
+    )
+    _expect(
+        len(standing_backside_side_selected["normal_doggy_standing_backside_side_view_folder_pool"].get("reference_images") or []) == 3,
+        "Standing backside side-view source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_doggy_standing_backside_side_view" in standing_backside_side_selected,
+        "Standing backside side-view review manifest should record the reviewed route anchors",
+    )
+    _expect(
+        len(standing_backside_side_selected["normal_doggy_standing_backside_side_view"].get("reference_images") or []) == 16,
+        "Standing backside side-view reviewed subset should keep 16 references",
+    )
+    standing_backside_side_html = prep_module.build_contact_sheet_html(
+        "fuck from behind standing - woman backside - side view", page_size=40
+    )
+    _expect(
+        'data-selected-variant="normal_doggy_standing_backside_side_view"' in standing_backside_side_html,
+        "Standing backside side-view contact sheet should mark reviewed route anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_doggy_standing_backside_side_view_folder_pool"' in standing_backside_side_html,
+        "Standing backside side-view contact sheet should mark source-pool anchors",
+    )
+
+    doggy_all_fours_front_manifest = prep_module.build_review_manifest("doggy all four - front view", page_size=40)
+    _expect(
+        doggy_all_fours_front_manifest.get("image_count") == 28,
+        "Doggy all-fours front-view review manifest should cover all 28 JPGs",
+    )
+    doggy_all_fours_front_selected = {
+        str(item.get("variant_key")): item for item in doggy_all_fours_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_all_fours_front_view" in doggy_all_fours_front_selected,
+        "Doggy all-fours front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_all_fours_front_selected["normal_doggy_all_fours_front_view"].get("reference_images") or []) == 15,
+        "Doggy all-fours front-view reviewed subset should have 15 references",
+    )
+    doggy_all_fours_front_html = prep_module.build_contact_sheet_html("doggy all four - front view", page_size=40)
+    _expect(
+        'data-selected-variant="normal_doggy_all_fours_front_view"' in doggy_all_fours_front_html,
+        "Doggy all-fours front-view contact sheet should mark reviewed route references",
+    )
+
+    doggy_generic_front_manifest = prep_module.build_review_manifest("doggy - front view ", page_size=40)
+    _expect(
+        doggy_generic_front_manifest.get("folder") == "doggy - front view ",
+        "Doggy generic front-view review manifest should target the trailing-space source folder",
+    )
+    _expect(
+        doggy_generic_front_manifest.get("image_count") == 13,
+        "Doggy generic front-view review manifest should cover all 13 JPGs",
+    )
+    doggy_generic_front_selected = {
+        str(item.get("variant_key")): item for item in doggy_generic_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_doggy_generic_front_view" in doggy_generic_front_selected,
+        "Doggy generic front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(doggy_generic_front_selected["normal_doggy_generic_front_view"].get("reference_images") or []) == 15,
+        "Doggy generic front-view reviewed subset should have 15 references",
+    )
+    doggy_generic_front_html = prep_module.build_contact_sheet_html("doggy - front view ", page_size=40)
+    _expect("No-generation contact sheet" in doggy_generic_front_html, "Doggy generic front-view contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_doggy_generic_front_view"' in doggy_generic_front_html,
+        "Doggy generic front-view contact sheet should mark reviewed route references",
+    )
+
+    piledriver_manifest = prep_module.build_review_manifest("piledriver", page_size=40)
+    _expect(piledriver_manifest.get("image_count") == 27, "Piledriver review manifest should cover all 27 JPGs")
+    piledriver_selected = {str(item.get("variant_key")): item for item in piledriver_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_piledriver_mixed_camera_folder_pool" in piledriver_selected,
+        "Piledriver review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        len(piledriver_selected["normal_piledriver_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Piledriver mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_piledriver_high_front_down_view" in piledriver_selected,
+        "Piledriver review manifest should record the high-front-down selected split",
+    )
+    _expect(
+        len(piledriver_selected["normal_piledriver_high_front_down_view"].get("reference_images") or []) == 15,
+        "Piledriver high-front-down selected split should have 15 references",
+    )
+    piledriver_html = prep_module.build_contact_sheet_html("piledriver", page_size=40)
+    _expect(
+        'data-selected-variant="normal_piledriver_high_front_down_view"' in piledriver_html,
+        "Piledriver contact sheet should mark high-front-down selected references",
+    )
+    _expect(
+        'data-selected-variant="normal_piledriver_mixed_camera_folder_pool"' in piledriver_html,
+        "Piledriver contact sheet should mark mixed source-pool anchors",
+    )
+
+    blowjob_laying_front_manifest = prep_module.build_review_manifest("blowjob - laying - front view", page_size=40)
+    _expect(
+        blowjob_laying_front_manifest.get("image_count") == 26,
+        "Blowjob laying front-view review manifest should cover all 26 JPGs",
+    )
+    blowjob_laying_front_selected = {
+        str(item.get("variant_key")): item for item in blowjob_laying_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_blowjob_laying_front_view" in blowjob_laying_front_selected,
+        "Blowjob laying front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(blowjob_laying_front_selected["normal_blowjob_laying_front_view"].get("reference_images") or []) == 15,
+        "Blowjob laying front-view reviewed subset should have 15 references",
+    )
+    blowjob_laying_front_html = prep_module.build_contact_sheet_html("blowjob - laying - front view", page_size=40)
+    _expect(
+        'data-selected-variant="normal_blowjob_laying_front_view"' in blowjob_laying_front_html,
+        "Blowjob laying front-view contact sheet should mark reviewed route references",
+    )
+
+    breast_contact_front_manifest = prep_module.build_review_manifest("breast - touching - front view", page_size=40)
+    _expect(
+        breast_contact_front_manifest.get("image_count") == 25,
+        "Breast-contact front-view review manifest should cover all 25 JPGs",
+    )
+    breast_contact_front_selected = {
+        str(item.get("variant_key")): item for item in breast_contact_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_breast_contact_front_view" in breast_contact_front_selected,
+        "Breast-contact front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(breast_contact_front_selected["normal_breast_contact_front_view"].get("reference_images") or []) == 15,
+        "Breast-contact front-view reviewed subset should have 15 references",
+    )
+    breast_contact_front_html = prep_module.build_contact_sheet_html("breast - touching - front view", page_size=40)
+    _expect(
+        'data-selected-variant="normal_breast_contact_front_view"' in breast_contact_front_html,
+        "Breast-contact front-view contact sheet should mark reviewed route references",
+    )
+
+    reverse_congress_front_manifest = prep_module.build_review_manifest("reverse congress - front view", page_size=40)
+    _expect(
+        reverse_congress_front_manifest.get("image_count") == 21,
+        "Reverse-congress front-view review manifest should cover all 21 JPGs",
+    )
+    reverse_congress_front_selected = {
+        str(item.get("variant_key")): item for item in reverse_congress_front_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_reverse_congress_front_view" in reverse_congress_front_selected,
+        "Reverse-congress front-view review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(reverse_congress_front_selected["normal_reverse_congress_front_view"].get("reference_images") or []) == 15,
+        "Reverse-congress front-view reviewed subset should have 15 references",
+    )
+    reverse_congress_front_html = prep_module.build_contact_sheet_html("reverse congress - front view", page_size=40)
+    _expect(
+        'data-selected-variant="normal_reverse_congress_front_view"' in reverse_congress_front_html,
+        "Reverse-congress front-view contact sheet should mark reviewed route references",
+    )
+
+    boobjob_manifest = prep_module.build_review_manifest("boobjob", page_size=40)
+    _expect(boobjob_manifest.get("folder") == "boobjob", "Boobjob review manifest should target boobjob")
+    _expect(boobjob_manifest.get("image_count") == 19, "Boobjob review should cover all 19 JPGs")
+    boobjob_selected = {
+        str(item.get("variant_key")): item for item in boobjob_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_boobjob_front_close_mixed_camera_folder_pool" in boobjob_selected,
+        "Boobjob review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        boobjob_selected["normal_boobjob_front_close_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Boobjob mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(boobjob_selected["normal_boobjob_front_close_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Boobjob mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_boobjob_front_close_view" in boobjob_selected,
+        "Boobjob review manifest should record the front-close selected split",
+    )
+    _expect(
+        boobjob_selected["normal_boobjob_front_close_view"].get("status") == "pre_ab_candidate",
+        "Boobjob front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(boobjob_selected["normal_boobjob_front_close_view"].get("reference_images") or []) == 12,
+        "Boobjob front-close selected split should have 12 references",
+    )
+    boobjob_html = prep_module.build_contact_sheet_html("boobjob", page_size=40)
+    _expect("No-generation contact sheet" in boobjob_html, "Boobjob contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_boobjob_front_close_mixed_camera_folder_pool"' in boobjob_html,
+        "Boobjob contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_boobjob_front_close_view"' in boobjob_html,
+        "Boobjob contact sheet should mark front-close selected references",
+    )
+
+    fingering_manifest = prep_module.build_review_manifest("fingering", page_size=40)
+    _expect(fingering_manifest.get("folder") == "fingering", "Fingering review manifest should target fingering")
+    _expect(fingering_manifest.get("image_count") == 15, "Fingering review should cover all 15 JPGs")
+    fingering_selected = {
+        str(item.get("variant_key")): item for item in fingering_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_fingering_mixed_camera_folder_pool" in fingering_selected,
+        "Fingering review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        fingering_selected["normal_fingering_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Fingering mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(fingering_selected["normal_fingering_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Fingering mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_fingering_reclined_front_view" in fingering_selected,
+        "Fingering review manifest should record the reclined front-view selected split",
+    )
+    _expect(
+        fingering_selected["normal_fingering_reclined_front_view"].get("status") == "pre_ab_candidate",
+        "Fingering reclined front-view selected split should be pre-A/B",
+    )
+    _expect(
+        len(fingering_selected["normal_fingering_reclined_front_view"].get("reference_images") or []) == 10,
+        "Fingering reclined front-view selected split should have 10 references",
+    )
+    fingering_html = prep_module.build_contact_sheet_html("fingering", page_size=40)
+    _expect("No-generation contact sheet" in fingering_html, "Fingering contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_fingering_mixed_camera_folder_pool"' in fingering_html,
+        "Fingering contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_fingering_reclined_front_view"' in fingering_html,
+        "Fingering contact sheet should mark reclined front-view selected references",
+    )
+
+    sixty_nine_manifest = prep_module.build_review_manifest("69", page_size=40)
+    _expect(sixty_nine_manifest.get("folder") == "69", "Sixty-nine review manifest should target 69")
+    _expect(sixty_nine_manifest.get("image_count") == 10, "Sixty-nine review should cover all 10 JPGs")
+    sixty_nine_selected = {
+        str(item.get("variant_key")): item for item in sixty_nine_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_sixty_nine_mixed_camera_folder_pool" in sixty_nine_selected,
+        "Sixty-nine review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        sixty_nine_selected["normal_sixty_nine_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Sixty-nine mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(sixty_nine_selected["normal_sixty_nine_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Sixty-nine mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_sixty_nine_front_close_view" in sixty_nine_selected,
+        "Sixty-nine review manifest should record the front-close selected split",
+    )
+    _expect(
+        sixty_nine_selected["normal_sixty_nine_front_close_view"].get("status") == "pre_ab_candidate",
+        "Sixty-nine front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(sixty_nine_selected["normal_sixty_nine_front_close_view"].get("reference_images") or []) == 7,
+        "Sixty-nine front-close selected split should have 7 references",
+    )
+    sixty_nine_html = prep_module.build_contact_sheet_html("69", page_size=40)
+    _expect("No-generation contact sheet" in sixty_nine_html, "Sixty-nine contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_sixty_nine_mixed_camera_folder_pool"' in sixty_nine_html,
+        "Sixty-nine contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_sixty_nine_front_close_view"' in sixty_nine_html,
+        "Sixty-nine contact sheet should mark front-close selected references",
+    )
+
+    wand_manifest = prep_module.build_review_manifest("wand", page_size=40)
+    _expect(wand_manifest.get("folder") == "wand", "Wand review manifest should target wand")
+    _expect(wand_manifest.get("image_count") == 9, "Wand review should cover all 9 JPGs")
+    wand_selected = {
+        str(item.get("variant_key")): item for item in wand_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_wand_mixed_camera_folder_pool" in wand_selected,
+        "Wand review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        wand_selected["normal_wand_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Wand mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(wand_selected["normal_wand_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Wand mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_wand_front_close_view" in wand_selected,
+        "Wand review manifest should record the front-close selected split",
+    )
+    _expect(
+        wand_selected["normal_wand_front_close_view"].get("status") == "pre_ab_candidate",
+        "Wand front-close selected split should be pre-A/B",
+    )
+    _expect(
+        len(wand_selected["normal_wand_front_close_view"].get("reference_images") or []) == 7,
+        "Wand front-close selected split should have 7 references",
+    )
+    wand_html = prep_module.build_contact_sheet_html("wand", page_size=40)
+    _expect("No-generation contact sheet" in wand_html, "Wand contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_wand_mixed_camera_folder_pool"' in wand_html,
+        "Wand contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_wand_front_close_view"' in wand_html,
+        "Wand contact sheet should mark front-close selected references",
+    )
+
+    ballsucking_standing_manifest = prep_module.build_review_manifest("ballsucking - standing", page_size=40)
+    _expect(
+        ballsucking_standing_manifest.get("folder") == "ballsucking - standing",
+        "Ballsucking standing review manifest should target ballsucking - standing",
+    )
+    _expect(
+        ballsucking_standing_manifest.get("image_count") == 12,
+        "Ballsucking standing review should cover all 12 JPGs",
+    )
+    ballsucking_standing_selected = {
+        str(item.get("variant_key")): item for item in ballsucking_standing_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_ballsucking_standing_partner_mixed_camera_folder_pool" in ballsucking_standing_selected,
+        "Ballsucking standing review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        ballsucking_standing_selected["normal_ballsucking_standing_partner_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Ballsucking standing mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        len(ballsucking_standing_selected["normal_ballsucking_standing_partner_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Ballsucking standing mixed source-pool anchor should keep 3 references",
+    )
+    _expect(
+        "normal_ballsucking_standing_low_side_view" in ballsucking_standing_selected,
+        "Ballsucking standing review manifest should record the low-side selected split",
+    )
+    _expect(
+        ballsucking_standing_selected["normal_ballsucking_standing_low_side_view"].get("status") == "pre_ab_candidate",
+        "Ballsucking standing low-side selected split should be pre-A/B",
+    )
+    _expect(
+        len(ballsucking_standing_selected["normal_ballsucking_standing_low_side_view"].get("reference_images") or []) == 11,
+        "Ballsucking standing low-side selected split should have 11 references",
+    )
+    ballsucking_standing_html = prep_module.build_contact_sheet_html("ballsucking - standing", page_size=40)
+    _expect("No-generation contact sheet" in ballsucking_standing_html, "Ballsucking standing contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_ballsucking_standing_partner_mixed_camera_folder_pool"' in ballsucking_standing_html,
+        "Ballsucking standing contact sheet should mark mixed source-pool anchors",
+    )
+    _expect(
+        'data-selected-variant="normal_ballsucking_standing_low_side_view"' in ballsucking_standing_html,
+        "Ballsucking standing contact sheet should mark low-side selected references",
+    )
+
+    face_sitting_manifest = prep_module.build_review_manifest("face sitting", page_size=40)
+    _expect(face_sitting_manifest.get("folder") == "face sitting", "Face-sitting review manifest should target face sitting")
+    _expect(face_sitting_manifest.get("image_count") == 4, "Face-sitting review should cover all 4 JPGs")
+    face_sitting_selected = {
+        str(item.get("variant_key")): item for item in face_sitting_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_face_sitting_mixed_camera_folder_pool" in face_sitting_selected,
+        "Face-sitting review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Face-sitting mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Face-sitting mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(face_sitting_selected["normal_face_sitting_mixed_camera_folder_pool"].get("reference_images") or []) == 4,
+        "Face-sitting mixed source-pool anchor should keep all 4 references",
+    )
+    face_sitting_html = prep_module.build_contact_sheet_html("face sitting", page_size=40)
+    _expect("No-generation contact sheet" in face_sitting_html, "Face-sitting contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_face_sitting_mixed_camera_folder_pool"' in face_sitting_html,
+        "Face-sitting contact sheet should mark mixed source-pool anchors",
+    )
+
+    pussy_licking_backview_manifest = prep_module.build_review_manifest("pussy licking - backv iew", page_size=40)
+    _expect(
+        pussy_licking_backview_manifest.get("folder") == "pussy licking - backv iew",
+        "Pussy-licking back-view review manifest should target pussy licking - backv iew",
+    )
+    _expect(
+        pussy_licking_backview_manifest.get("image_count") == 3,
+        "Pussy-licking back-view review should cover all 3 JPGs",
+    )
+    pussy_licking_backview_selected = {
+        str(item.get("variant_key")): item for item in pussy_licking_backview_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_pussy_licking_backview_mixed_camera_folder_pool" in pussy_licking_backview_selected,
+        "Pussy-licking back-view review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Pussy-licking back-view mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Pussy-licking back-view mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(pussy_licking_backview_selected["normal_pussy_licking_backview_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Pussy-licking back-view mixed source-pool anchor should keep all 3 references",
+    )
+    pussy_licking_backview_html = prep_module.build_contact_sheet_html("pussy licking - backv iew", page_size=40)
+    _expect(
+        "No-generation contact sheet" in pussy_licking_backview_html,
+        "Pussy-licking back-view contact sheet lost no-generation scope",
+    )
+    _expect(
+        'data-selected-variant="normal_pussy_licking_backview_mixed_camera_folder_pool"' in pussy_licking_backview_html,
+        "Pussy-licking back-view contact sheet should mark mixed source-pool anchors",
+    )
+
+    removing_pants_manifest = prep_module.build_review_manifest("removing pants", page_size=40)
+    _expect(removing_pants_manifest.get("folder") == "removing pants", "Removing-pants review manifest should target removing pants")
+    _expect(removing_pants_manifest.get("image_count") == 3, "Removing-pants review should cover all 3 JPGs")
+    removing_pants_selected = {
+        str(item.get("variant_key")): item for item in removing_pants_manifest.get("selected_subvariants") or []
+    }
+    _expect(
+        "normal_removing_pants_mixed_camera_folder_pool" in removing_pants_selected,
+        "Removing-pants review manifest should record the mixed source-pool anchor",
+    )
+    _expect(
+        removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("status") == "needs_samples",
+        "Removing-pants mixed source-pool anchor should stay needs_samples",
+    )
+    _expect(
+        removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("review_bucket") == "reject_or_unclear",
+        "Removing-pants mixed source-pool anchor should stay in the reject/unclear review bucket",
+    )
+    _expect(
+        len(removing_pants_selected["normal_removing_pants_mixed_camera_folder_pool"].get("reference_images") or []) == 3,
+        "Removing-pants mixed source-pool anchor should keep all 3 references",
+    )
+    removing_pants_html = prep_module.build_contact_sheet_html("removing pants", page_size=40)
+    _expect("No-generation contact sheet" in removing_pants_html, "Removing-pants contact sheet lost no-generation scope")
+    _expect(
+        'data-selected-variant="normal_removing_pants_mixed_camera_folder_pool"' in removing_pants_html,
+        "Removing-pants contact sheet should mark mixed source-pool anchors",
+    )
+    for folder, (variant_key, expected_count) in thin_batch_pool_expectations.items():
+        manifest = prep_module.build_review_manifest(folder, page_size=40)
+        _expect(manifest.get("folder") == folder, f"{folder} review manifest should target {folder}")
+        _expect(manifest.get("image_count") == expected_count, f"{folder} review should cover all {expected_count} JPGs")
+        selected = {str(item.get("variant_key")): item for item in manifest.get("selected_subvariants") or []}
+        _expect(variant_key in selected, f"{folder} review manifest should record the mixed source-pool anchor")
+        _expect(selected[variant_key].get("status") == "needs_samples", f"{folder} mixed source-pool anchor should stay needs_samples")
+        _expect(
+            selected[variant_key].get("review_bucket") == "reject_or_unclear",
+            f"{folder} mixed source-pool anchor should stay in the reject/unclear review bucket",
+        )
+        _expect(
+            len(selected[variant_key].get("reference_images") or []) == expected_count,
+            f"{folder} mixed source-pool anchor should keep all {expected_count} references",
+        )
+        html = prep_module.build_contact_sheet_html(folder, page_size=40)
+        _expect("No-generation contact sheet" in html, f"{folder} contact sheet lost no-generation scope")
+        _expect(
+            f'data-selected-variant="{variant_key}"' in html,
+            f"{folder} contact sheet should mark mixed source-pool anchors",
+        )
+
+    anal_manifest = prep_module.build_review_manifest("anal random", page_size=40)
+    anal_selected = {str(item.get("variant_key")): item for item in anal_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_anal_random_back_side_offset_view" in anal_selected,
+        "Anal-random review manifest should record the back-side-offset selected subset",
+    )
+    _expect(
+        len(anal_selected["normal_anal_random_back_side_offset_view"].get("reference_images") or []) == 12,
+        "Anal-random back-side-offset subset should have 12 references",
+    )
+
+    pussy_manifest = prep_module.build_review_manifest("pussy spread", page_size=40)
+    pussy_selected = {str(item.get("variant_key")): item for item in pussy_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_display_front_open_leg_side_offset_view" in pussy_selected,
+        "Pussy-spread review manifest should record the side-offset selected subset",
+    )
+    _expect(
+        len(pussy_selected["normal_display_front_open_leg_side_offset_view"].get("reference_images") or []) == 12,
+        "Pussy-spread side-offset subset should have 12 references",
+    )
+
+    cowgirl_back_manifest = prep_module.build_review_manifest("cowgirl - back view - 3-4 angle", page_size=40)
+    _expect(cowgirl_back_manifest.get("folder") == "cowgirl - back view - 3-4 angle", "Cowgirl back-three-quarter review manifest should target the source folder")
+    _expect(cowgirl_back_manifest.get("image_count") == 129, "Cowgirl back-three-quarter review should cover all 129 JPGs")
+    _expect(len(cowgirl_back_manifest.get("contact_sheet_pages") or []) == 4, "Cowgirl back-three-quarter review should be paged at 40 images per sheet")
+    cowgirl_back_selected = {str(item.get("variant_key")): item for item in cowgirl_back_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_cowgirl_back_three_quarter" in cowgirl_back_selected,
+        "Cowgirl back-three-quarter review manifest should record the reviewed route references",
+    )
+    _expect(
+        len(cowgirl_back_selected["normal_cowgirl_back_three_quarter"].get("reference_images") or []) == 15,
+        "Cowgirl back-three-quarter reviewed subset should have 15 references",
+    )
+    cowgirl_back_html = prep_module.build_contact_sheet_html("cowgirl - back view - 3-4 angle", page_size=40)
+    _expect("cowgirl - back view - 3-4 angle/0002.jpg" in cowgirl_back_html, "Cowgirl back-three-quarter contact sheet lost first selected image")
+    _expect('data-selected-variant="normal_cowgirl_back_three_quarter"' in cowgirl_back_html, "Cowgirl back-three-quarter contact sheet should mark reviewed references")
+
+    rear_body_manifest = prep_module.build_review_manifest("woman solo showing her hass - back view", page_size=40)
+    _expect(rear_body_manifest.get("folder") == "woman solo showing her hass - back view", "Rear-body display review manifest should target the source folder")
+    _expect(rear_body_manifest.get("image_count") == 99, "Rear-body display review should cover all 99 JPGs")
+    _expect(len(rear_body_manifest.get("contact_sheet_pages") or []) == 3, "Rear-body display review should be paged at 40 images per sheet")
+    rear_body_selected = {str(item.get("variant_key")): item for item in rear_body_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_display_rear_body_standing_back_view" in rear_body_selected,
+        "Rear-body display review manifest should record the standing back-view selected subset",
+    )
+    _expect(
+        len(rear_body_selected["normal_display_rear_body_standing_back_view"].get("reference_images") or []) == 12,
+        "Rear-body standing back-view subset should have 12 references",
+    )
+    rear_body_html = prep_module.build_contact_sheet_html("woman solo showing her hass - back view", page_size=40)
+    _expect("woman solo showing her hass - back view/0001.jpg" in rear_body_html, "Rear-body display contact sheet lost first image")
+    _expect('data-selected-variant="normal_display_rear_body_standing_back_view"' in rear_body_html, "Rear-body display contact sheet should mark standing back-view references")
+
+    couple_manifest = prep_module.build_review_manifest("couple kissing", page_size=40)
+    _expect(couple_manifest.get("folder") == "couple kissing", "Couple-kissing review manifest should target couple kissing")
+    _expect(couple_manifest.get("image_count") == 88, "Couple-kissing review should cover all 88 JPGs")
+    _expect(len(couple_manifest.get("contact_sheet_pages") or []) == 3, "Couple-kissing review should be paged at 40 images per sheet")
+    couple_selected = {str(item.get("variant_key")): item for item in couple_manifest.get("selected_subvariants") or []}
+    _expect(
+        "normal_couple_kissing_upright_side_profile" in couple_selected,
+        "Couple-kissing review manifest should record the upright side-profile selected subset",
+    )
+    _expect(
+        len(couple_selected["normal_couple_kissing_upright_side_profile"].get("reference_images") or []) == 12,
+        "Couple-kissing upright side-profile subset should have 12 references",
+    )
+    couple_html = prep_module.build_contact_sheet_html("couple kissing", page_size=40)
+    _expect("couple kissing/0001.jpg" in couple_html, "Contact sheet lost first couple-kissing image")
+    _expect('data-review-bucket="side_view"' in couple_html, "Couple-kissing contact sheet should mark selected side-view references")
+    _expect('data-selected-variant="normal_couple_kissing_upright_side_profile"' in couple_html, "Couple-kissing contact sheet should mark selected side-profile references")
 
 
 def _atlas_variant_include_key(variant_key: str) -> str:
@@ -17258,6 +19721,8 @@ SMOKE_CASES: list[tuple[str, Callable[[], None]]] = [
     ("pov_camera_scene", smoke_pov_camera_scene),
     ("krea2_pov_pose_variant_catalog", smoke_krea2_pov_pose_variant_catalog),
     ("normal_camera_atlas_catalog", smoke_normal_camera_atlas_catalog),
+    ("normal_camera_atlas_prep_artifacts", smoke_normal_camera_atlas_prep_artifacts),
+    ("normal_camera_unused_pool_review_artifacts", smoke_normal_camera_unused_pool_review_artifacts),
     ("krea2_pov_atlas_variant_prompt_routes", smoke_krea2_pov_atlas_variant_prompt_routes),
     ("krea2_pose_variant_catalog_policy", smoke_krea2_pose_variant_catalog_policy),
     ("krea2_eval_log_policy", smoke_krea2_eval_log_policy),