feat: add normal camera atlas maintenance tooling

ab_batches/atlas_refine_baseline_deck_analysis.md

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+# Atlas Refine Baseline Deck Analysis
+
+Date: 2026-07-01
+
+Folder:
+`/media/unraid/comfyui/output/CodexMCP-Atlas-Refine`
+
+Subject id:
+`atlas_refine_same_woman_001`
+
+## Folder State
+
+The folder contains 16 complete `.png` / `.txt` atlas prompt pairs.
+
+Coverage report:
+
+- 10 clean `baseline_only` entries
+- 6 `needs_prompt_cleanup` entries
+- 0 sidecar prompt variants
+- 0 seedable catalog cue candidates
+- 0 missing image/text pairs
+
+The deck is useful as a controlled same-woman baseline set, not yet as a
+seed/cue system. Reviewed sidecar variants still need to be authored from
+actual prompt/image evidence.
+
+## Prompt Cleanup Queue
+
+These baseline prompts still contain positive-channel negative wording through
+`without` and should be rewritten before visual scoring or seed promotion:
+
+- `pov_cowgirl_alt_low_squat_penetration`
+- `pov_cowgirl_frontal_straddle_penetration`
+- `pov_ejaculation_aftermath_open_thigh_candidate`
+- `pov_handjob_upright_centered`
+- `pov_reverse_cowgirl_alt_upright_back_facing_penetration`
+- `pov_reverse_cowgirl_back_facing_penetration`
+
+## Visual Deck Read
+
+The deck is strong for same-subject comparison:
+
+- the woman identity is stable across poses;
+- the coworking lounge style is consistent;
+- desk rows, laptops, chair wheels, plants, glass partitions, and warm window
+  depth are repeated enough to support workspace-continuity scoring;
+- most poses place the action as the primary foreground subject.
+
+Current limitations:
+
+- all entries are single baseline images, so they do not test seedable
+  alternatives yet;
+- several prompts still use cleanup-needed wording;
+- clothing/control is not represented across most poses;
+- workspace interaction is mostly background context, not varied physical use
+  of the lounge furniture;
+- exact top-view oral remains weak under text-only prompting even after the
+  second MCP batch.
+
+## Next Evidence Priorities
+
+1. Clean the six `without` prompts before using them for cue seeds.
+2. Build prompt-variant sidecars only from tested cues, not invented wording.
+3. For each pose family, collect same-subject fixed-seed variants before
+   touching generator defaults.
+4. Score scene/pose height from background cues: floor plane, desk height,
+   chair wheels, table bases, and whether the viewer/partner appears standing,
+   seated, kneeling, reclined, or supported by furniture.
+5. Keep clothing restore as woman-owned visible detail, and only for garments
+   that the pose crop can actually show.
+

ab_batches/blowjob_top_down_vertical_shaft_axis_analysis.md

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+# Blowjob Top-Down Vertical Shaft A/B Pass
+
+Date: 2026-07-01
+Batch: `ab_batches/blowjob_top_down_vertical_shaft_axis_batch.json`
+Results: `ab_batches/blowjob_top_down_vertical_shaft_axis_results.json`
+Sampler seed: `238365845574312`
+Pose target: `pov_blowjob_top_down_vertical_shaft`
+
+## Reference Read
+
+Atlas examples `27_blowjob_top_view.png` and `2_blowjob_top_view.png` read flatter and more vertical than most generator outputs: the viewer appears standing or high over the woman, the floor/surface plane dominates, and the woman is directly below the camera axis. The generated coworking baseline already has useful office anchors, but it still reads like an elevated forward-looking POV rather than a pure top-down/nadir shot.
+
+## Strongest Variants
+
+- `axis_mouth_directly_below_torso` -> `/media/unraid/comfyui/output/agent_bridge/img_75cd8e71ddad45f4a4b2aa9e00ea6127.png`
+  - Best overall single-seed improvement. Contact is preserved, mouth is centered below torso, both hands hold the base, and the office/floor read remains coherent.
+  - Still not as vertically flat as atlas `27` or `2`.
+- `axis_floor_plane_priority` -> `/media/unraid/comfyui/output/agent_bridge/img_867f5eea66354fb4beb5df586e56bfbc.png`
+  - Good floor-plane/workspace read, contact preserved, strong centered column.
+  - Slightly less direct mouth alignment than the best candidate, but useful wording.
+- `axis_wide_floor_coworking_rows` -> `/media/unraid/comfyui/output/agent_bridge/img_696bb9f3163049f5b696316db97b46f2.png`
+  - Good workspace continuity and repeated desk/chair floor grid. Contact preserved.
+  - Still camera-forward rather than true nadir.
+- `axis_chair_wheel_floor` -> `/media/unraid/comfyui/output/agent_bridge/img_5265517ff9544c149277a8711461da17.png`
+  - Contact preserved with strong chair-wheel/floor anchors.
+  - Similar axis to baseline, but cleaner workspace evidence.
+- `axis_eye_contact_vertical` -> `/media/unraid/comfyui/output/agent_bridge/img_acfdcfda262849eea33dd5b31985751c.png`
+  - Useful expression/eye-control probe. Preserves contact and subject look.
+  - Does not solve the flat vertical camera read.
+- `axis_clothed_top_visible` -> `/media/unraid/comfyui/output/agent_bridge/img_13516b4bed1a4a69a8542b446822836e.png`
+  - Woman-owned clothing worked: tank top stayed on the woman and contact remained.
+  - Useful for later clothing-restore rules, not the main vertical-axis fix.
+
+## Weak Or Broken Variants
+
+- `axis_standing_feet_close` broke oral contact.
+- `axis_carpet_seam_centerline` produced a centerline artifact and broke contact.
+- `axis_glass_partition_floor` broke contact.
+- `axis_knees_visible_below_head` broke contact.
+- `axis_compact_anatomy` broke contact and did not improve axis.
+- `axis_bralette_open_shirt` preserved woman-owned clothing but broke oral contact.
+- `axis_low_lounge_table` preserved workspace interaction but broke oral contact.
+- `axis_tight_vertical_crop` kept contact but made anatomy too tall/large and did not improve atlas verticality enough.
+
+## Wording Takeaways
+
+- Useful wording:
+  - `mouth directly below the viewer's torso`
+  - `floor-plane-priority`
+  - `rows of desk legs, chair wheels, table corners, and carpet seams extend across the floor`
+  - `chair wheels, caster bases, desk legs, and carpet texture surround the kneeling woman from above`
+  - `face tilted upward, dark almond eyes looking up into the camera`
+  - woman-owned clothing: `the woman wears a fitted white ribbed tank top`
+- Risky wording:
+  - `centerline` can create literal artifacts.
+  - `glass partition floor rail` competes with the action.
+  - `full kneeling posture visible` pulls the mouth away from contact.
+  - `foreshortened compact cylinder` did not improve anatomy; it weakened contact.
+  - Low table / desk edge interactions can improve workspace but often move the action away from the mouth.
+
+## Next Batch
+
+Do not promote to generator/catalog from this single-seed run. The next batch should narrow around the top candidates:
+
+- Keep `axis_mouth_directly_below_torso` as the center prompt.
+- Hybridize it with `floor-plane-priority`, `wide coworking rows`, and `chair-wheel floor` anchors.
+- Add 12-16 variants that push more verticality using concrete camera/surface language while preserving the exact mouth-contact hierarchy.
+- Run at least two sampler seeds before sidecar promotion; use more if the first two disagree.

ab_batches/blowjob_top_down_vertical_shaft_axis_batch.json

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+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "source_prompt_sha256": "1d0b95d9865d1a502fb91bc856b3ff4baf00da90248c47d45631fb512f58a463",
+  "probes": [
+    {
+      "id": "baseline_top_down_vertical_shaft",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir-angle standing male POV top-view oral position. viewer looks almost straight down from his torso toward the floor. nearby carpet/floor plane dominates the image. viewer abdomen, shorts, thighs, and feet frame the lower foreground. large penis is a short centered vertical column. the woman kneels directly below the viewer between his feet. her mouth seals around the centered large penis. one hand wraps the base. hair crown, forehead, shoulders, hands, and knees are visible from above. desk legs, chair wheels, carpet texture, and floor seams act as top-down office anchors. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "baseline_nadir_standing",
+        "workspace_surface": "coworking_carpet_floor",
+        "body_angle": "woman_kneels_below_viewer",
+        "hand_position": "one_hand_base"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 0
+      },
+      "notes": "control prompt from same-subject atlas refine deck"
+    },
+    {
+      "id": "axis_floor_fills_frame",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. True nadir standing male POV oral position. the camera points straight down from the viewer's abdomen to the carpet. carpet texture and floor seams fill the frame behind the woman. viewer shorts, abdomen, thighs, knees, and bare feet form a tight lower border. the large penis rises as a compact vertical column in the exact center. the woman kneels directly between the viewer's feet with both knees on the carpet. her hair crown, forehead, shoulders, hands, and knees read from above. her mouth seals around the centered large penis while her right hand wraps the base. desk legs and chair wheels appear as top-down office marks around the carpet plane. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "true_nadir_floor_fills_frame",
+        "workspace_surface": "carpet_floor_plane",
+        "body_angle": "kneeling_between_feet",
+        "hand_position": "right_hand_base"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 101
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_floor_fills_frame"
+      },
+      "notes": "maximize floor-plane dominance and near-vertical camera"
+    },
+    {
+      "id": "axis_standing_feet_close",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position from a steep overhead angle. viewer stands on carpet with both bare feet close to the woman's knees. viewer abdomen and open shorts sit along the lower edge, thighs descend to the lower corners. the large penis stands upright as a centered foreshortened column. the woman kneels low under the viewer's torso, directly below the camera axis. her face tilts up, dark almond eyes visible, mouth sealed around the centered large penis. her left hand wraps the base while the other hand rests on the viewer's thigh. carpet seams, chair wheels, and desk legs surround the kneeling pose from above. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "standing_feet_close",
+        "expression_eye_detail": "eyes_visible_upward",
+        "hand_position": "one_hand_base_one_hand_thigh",
+        "workspace_surface": "carpet_with_chair_wheels"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 102
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_standing_feet_close"
+      },
+      "notes": "tests explicit standing feet and upward eye contact"
+    },
+    {
+      "id": "axis_desk_leg_grid",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep top-down standing male POV oral position inside a coworking desk row. the viewer looks down past his abdomen, open shorts, thighs, and feet. the floor plane dominates the entire image. black desk legs form straight vertical rods around the woman's shoulders and knees. rolling chair bases and carpet seams mark the overhead office geometry. the large penis is centered as a compact vertical cylinder. the woman kneels directly below the viewer, her head centered between his feet, mouth sealed around the tip, both hands stacked at the base. hair crown, brow, shoulders, hands, and knees stay readable from above. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "steep_top_down",
+        "workspace_surface": "desk_leg_grid",
+        "hand_position": "both_hands_stacked_base",
+        "body_angle": "head_centered_between_feet"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 103
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_desk_leg_grid"
+      },
+      "notes": "workspace anchors should prove top-down geometry"
+    },
+    {
+      "id": "axis_carpet_seam_centerline",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position with a strong carpet seam centerline. viewer abdomen, open shorts, thighs, and feet frame the lower edge. a long carpet seam runs away from the viewer through the center behind the woman's head. the large penis rises from the lower center as a compact vertical column aligned with that seam. the woman kneels directly below, knees on both sides of the seam, mouth sealed around the centered large penis. one hand wraps the base, the other hand rests flat on the carpet. her hair crown, eyes, shoulders, hands, and knees are seen from above. desk legs and chair wheels sit along the side edges. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "nadir_centerline",
+        "workspace_surface": "carpet_seam_centerline",
+        "hand_position": "one_hand_base_one_hand_floor",
+        "expression_eye_detail": "eyes_visible"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 104
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_carpet_seam_centerline"
+      },
+      "notes": "tests centerline depth cue and avoids horizon wording"
+    },
+    {
+      "id": "axis_chair_wheel_floor",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position beside rolling office chairs. the camera points down from the viewer's torso to the carpet. viewer abdomen, shorts, thighs, knees, and feet make the lower foreground border. chair wheels, caster bases, desk legs, and carpet texture surround the kneeling woman from above. the large penis is a centered vertical cylinder rising from the lower middle. the woman kneels below the viewer between his feet with shoulders tucked under his torso line. her mouth seals around the centered large penis. both hands wrap low at the base. her hair crown and dark eyes angle upward toward the camera. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "standing_top_view",
+        "workspace_surface": "chair_wheel_floor",
+        "hand_position": "both_hands_low_base",
+        "expression_eye_detail": "dark_eyes_upward"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 105
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_chair_wheel_floor"
+      },
+      "notes": "tests chair wheel overhead anchors"
+    },
+    {
+      "id": "axis_under_table_edge",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep standing male POV top-view oral position beside a coworking desk edge. viewer stands at the desk edge looking down past his abdomen, shorts, thighs, and feet. the wooden tabletop corner appears as a flat rectangle along the upper side of the frame. desk legs descend beside the woman's shoulders. carpet fills the space beneath her knees. the large penis appears as a centered foreshortened vertical column. the woman kneels below the viewer, mouth sealed around the centered large penis, both hands clasping the base. hair crown, forehead, shoulders, hands, and knees are visible from above. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "steep_standing",
+        "workspace_surface": "desk_edge_topdown",
+        "hand_position": "both_hands_clasp_base",
+        "body_angle": "knees_under_desk_edge"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 106
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_under_table_edge"
+      },
+      "notes": "tests workspace interaction through a visible desk edge"
+    },
+    {
+      "id": "axis_glass_partition_floor",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. True top-down standing male POV oral position beside a glass partition base. the viewer looks straight down from his abdomen toward the carpet. viewer shorts, thighs, knees, and bare feet frame the lower foreground. the glass partition seam and black floor rail run along one side of the carpet plane. the large penis rises as a compact vertical column at the center. the woman kneels directly below the viewer between his feet with her knees parallel to the rail. her mouth seals around the centered large penis. one hand wraps the base and one hand touches the floor rail side of the carpet. her eyes glance upward from below the hairline. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "true_top_down",
+        "workspace_surface": "glass_partition_floor_rail",
+        "hand_position": "base_and_floor",
+        "expression_eye_detail": "upward_glance"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 107
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_glass_partition_floor"
+      },
+      "notes": "tests glass partition as top-down side anchor"
+    },
+    {
+      "id": "axis_mouth_directly_below_torso",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position with the woman's mouth directly below the viewer's torso. viewer abdomen and open shorts occupy the lower edge, thighs and feet bracket the lower corners. the large penis rises from the lower center as a compact vertical column. the woman's face sits centered directly under the shaft, mouth sealed around it, hair crown and forehead close to the middle of the frame. both shoulders slope downward toward her knees on the carpet. both hands hold the base with fingers visible from above. surrounding desk legs, chair wheels, carpet seams, and floor texture stay beside the bodies. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "nadir_direct_mouth_alignment",
+        "contact_depth": "mouth_directly_below_torso",
+        "hand_position": "both_hands_base_visible",
+        "workspace_surface": "surrounding_floor_anchors"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 108
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_mouth_directly_below_torso"
+      },
+      "notes": "tests contact alignment rather than background depth"
+    },
+    {
+      "id": "axis_knees_visible_below_head",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position with the woman's full kneeling posture visible from above. viewer abdomen, shorts, thighs, and bare feet frame the lower foreground. her head is centered between the viewer's feet, her shoulders sit below the shaft line, and her knees appear behind her elbows on the carpet. the large penis is a compact centered vertical column. her mouth seals around the centered large penis. one hand wraps the base while the other hand rests on her own thigh. carpet weave, floor seams, chair wheels, and desk legs create a top-down office grid around her knees. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "top_view_full_kneel",
+        "body_angle": "knees_visible_below_head",
+        "hand_position": "base_and_own_thigh",
+        "workspace_surface": "office_grid_floor"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 109
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_knees_visible_below_head"
+      },
+      "notes": "tests full kneeling silhouette"
+    },
+    {
+      "id": "axis_compact_anatomy",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Near-vertical standing male POV oral position. viewer looks down from his abdomen toward the carpet between his feet. viewer shorts, thighs, knees, and bare feet anchor the lower frame. the large penis appears foreshortened by the top-down angle as a compact centered cylinder with rounded tip at the woman's lips. the woman kneels directly below the viewer, shoulders narrow under the camera, mouth sealed around the centered tip. her right hand grips the base, left hand rests on the viewer's thigh. carpet seams, desk legs, rolling chair bases, and floor texture remain flat behind her. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "near_vertical",
+        "anatomy_shape_detail": "foreshortened_compact_cylinder",
+        "hand_position": "base_and_viewer_thigh",
+        "workspace_surface": "flat_floor_background"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 110
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_compact_anatomy"
+      },
+      "notes": "tests anatomy length control for top-down angle"
+    },
+    {
+      "id": "axis_eye_contact_vertical",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep overhead standing male POV oral position. viewer looks down past abdomen, open shorts, thighs, and feet onto the carpet. the woman kneels directly between his feet, face tilted upward, dark almond eyes looking up into the camera from below her brow. the large penis is a centered compact vertical column leading from the lower edge to her mouth. her lips seal around the centered tip. both hands wrap the base with long fingers visible from above. carpet texture fills the frame, desk legs and chair wheels appear as overhead office anchors around her shoulders and knees. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "steep_overhead",
+        "expression_eye_detail": "direct_upward_eye_contact",
+        "hand_position": "both_hands_base",
+        "workspace_surface": "carpet_texture_fill"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 111
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_eye_contact_vertical"
+      },
+      "notes": "tests eyes while preserving vertical axis"
+    },
+    {
+      "id": "axis_soft_expression",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. True nadir standing male POV top-view oral position. viewer abdomen, open shorts, thighs, knees, and bare feet create the lower foreground frame. carpet plane and desk-leg shadows fill the rest of the image. the large penis rises at the exact center as a compact vertical column. the woman kneels directly below the viewer, mouth sealed around the centered large penis, eyes lifted upward with a calm focused expression. her hair crown, forehead, lashes, shoulders, hands, and knees are visible from above. one hand wraps the base, one hand rests on the carpet beside her knee. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "true_nadir",
+        "expression_eye_detail": "calm_focused_upward_expression",
+        "hand_position": "base_and_carpet",
+        "workspace_surface": "desk_leg_shadows_on_carpet"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 112
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_soft_expression"
+      },
+      "notes": "tests expression control under strict axis"
+    },
+    {
+      "id": "axis_clothed_top_visible",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position from directly above. viewer abdomen, open shorts, thighs, and bare feet frame the lower foreground. the woman kneels between his feet on the coworking carpet. the woman wears a fitted white ribbed tank top visible across her shoulders and chest. the large penis is a centered foreshortened vertical column leading to her mouth. her mouth seals around the centered large penis, one hand wrapped at the base and one hand on her own chest. hair crown, brow, shoulders, hands, tank top straps, and knees read from above. desk legs, chair wheels, carpet seams, and floor texture surround the kneeling pose. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "directly_above",
+        "clothing_visibility": "woman_white_tank_top_visible",
+        "hand_position": "base_and_own_chest",
+        "workspace_surface": "coworking_carpet"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 113
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_clothed_top_visible"
+      },
+      "notes": "tests woman-owned clothing visibility"
+    },
+    {
+      "id": "axis_bralette_open_shirt",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position on coworking carpet. viewer abdomen, open shorts, thighs, knees, and feet form the lower border. the woman kneels directly below the viewer between his feet. the woman wears a fitted dark bralette and an open light button-down shirt draped from her shoulders. the large penis is centered as a compact vertical cylinder. her mouth seals around the centered large penis, both hands wrapped low at the base. hair crown, eyes, shoulders, bralette edge, open shirt collar, hands, and knees are visible from above. desk legs and chair wheels frame the carpet plane. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "nadir",
+        "clothing_visibility": "woman_bralette_open_button_down",
+        "hand_position": "both_hands_low_base",
+        "workspace_surface": "carpet_desk_chairs"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 114
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_bralette_open_shirt"
+      },
+      "notes": "tests woman-owned clothing with office outfit"
+    },
+    {
+      "id": "axis_low_lounge_table",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position beside a low coworking lounge table. viewer looks down past abdomen, shorts, thighs, knees, and feet. the carpet floor plane dominates the frame. a low table corner and table legs appear as flat top-down workspace shapes near the woman's shoulder. the large penis rises from the lower center as a compact vertical column. the woman kneels directly below the viewer, mouth sealed around the centered large penis, both hands cupping the base. her hair crown, eyes, shoulders, hands, and knees are visible from above. chair wheels and carpet seams continue the overhead office read around the table. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "standing_top_view",
+        "workspace_surface": "low_lounge_table_edge",
+        "hand_position": "both_hands_cupping_base",
+        "body_angle": "kneeling_beside_low_table"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 115
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_low_lounge_table"
+      },
+      "notes": "tests workspace interaction with low table"
+    },
+    {
+      "id": "axis_wide_floor_coworking_rows",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High top-down standing male POV oral position with a wider coworking floor read. viewer abdomen, open shorts, thighs, knees, and bare feet stay in the lower foreground. the woman kneels between his feet on the carpet, smaller under the higher downward camera. rows of desk legs, chair wheels, table corners, and carpet seams extend across the floor around her. the large penis remains a centered compact vertical column from the lower edge to her mouth. her mouth seals around it and one hand wraps the base. hair crown, shoulders, hands, knees, and the floor grid are all visible from above. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "higher_top_down_wide_floor",
+        "workspace_surface": "coworking_rows_floor_grid",
+        "contact_depth": "compact_centered_contact",
+        "hand_position": "one_hand_base"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 116
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_wide_floor_coworking_rows"
+      },
+      "notes": "tests a wider floor-dominant frame"
+    },
+    {
+      "id": "axis_tight_vertical_crop",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Tight nadir standing male POV oral position. viewer abdomen and open shorts fill the bottom edge, thighs and feet appear close at the lower sides. the large penis is a compact centered vertical column occupying the middle. the woman's mouth seals around the centered tip directly below the viewer's torso. her hair crown, forehead, eyelashes, hands, shoulders, and knees appear around the shaft from above. both hands hold the base with fingers stacked. carpet texture fills every background gap, with only nearby desk legs and chair wheels at the side edges. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "tight_nadir_crop",
+        "contact_depth": "mouth_directly_below_tip",
+        "hand_position": "stacked_fingers_base",
+        "workspace_surface": "carpet_background_gaps"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 117
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_tight_vertical_crop"
+      },
+      "notes": "tests tight crop and vertical shaft dominance"
+    },
+    {
+      "id": "axis_viewer_feet_frame_head",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position with the viewer's bare feet framing the woman's head. the camera looks down from the viewer's torso to the carpet. viewer abdomen, shorts, thighs, knees, and feet form a clear lower frame. the woman's head sits centered between the feet, shoulders below the feet line, knees farther into the carpet plane. the large penis is a compact centered vertical column entering her mouth. her mouth seals around it, left hand at the base, right hand on the viewer's shin. desk legs, chair wheels, carpet seams, and floor texture show the same overhead office angle around the body. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "standing_feet_frame_head",
+        "body_angle": "head_between_feet_shoulders_below",
+        "hand_position": "base_and_viewer_shin",
+        "workspace_surface": "overhead_office_angle"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 118
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_viewer_feet_frame_head"
+      },
+      "notes": "tests viewer standing geometry through feet/head relation"
+    },
+    {
+      "id": "axis_phone_like_top_snapshot",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Phone-like standing male POV top snapshot from above the viewer's torso. viewer abdomen, open shorts, thighs, knees, and bare feet anchor the lower part of the frame. the camera points almost straight down to the carpet. the large penis appears as a centered foreshortened vertical column. the woman kneels directly below between the viewer's feet, looking upward with dark almond eyes, mouth sealed around the centered tip. one hand wraps the base and the other hand holds the viewer's thigh. desk legs, chair wheels, carpet seams, laptop tables, and glass partition floor rails appear as top-down coworking details around her. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "phone_like_top_snapshot",
+        "expression_eye_detail": "upward_eyes",
+        "hand_position": "base_and_viewer_thigh",
+        "workspace_surface": "laptop_tables_floor_rails"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 119
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_phone_like_top_snapshot"
+      },
+      "notes": "tests phone-like top snapshot wording"
+    },
+    {
+      "id": "axis_floor_plane_priority",
+      "prompt_order": "subject_first",
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Floor-plane-priority standing male POV oral position. viewer stands above the kneeling woman and looks down from his abdomen. open shorts, thighs, feet, and lower abdomen frame the bottom. the carpet plane is the main background surface, filled with woven texture, floor seams, desk-leg feet, and caster wheels. the large penis rises from the lower center as a foreshortened vertical cylinder. the woman kneels in the middle of the carpet plane, mouth sealed around the centered large penis. both hands wrap around the base, shoulders and knees visible below her hair crown. her dark eyes angle up toward the viewer. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth.",
+      "cue_axes": {
+        "camera_height": "floor_plane_priority",
+        "workspace_surface": "woven_carpet_seams_wheels",
+        "hand_position": "both_hands_wrap_base",
+        "expression_eye_detail": "eyes_angle_up"
+      },
+      "seed_metadata": {
+        "sampler_seed": 238365845574312,
+        "atlas_cue_seed": 120
+      },
+      "prompt_source": {
+        "kind": "text",
+        "prompt_variant_id": "axis_floor_plane_priority"
+      },
+      "notes": "tests floor-priority wording as a strong axis cue"
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_axis_results.json

@@ -0,0 +1,153 @@
+{
+  "seed": 238365845574312,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "baseline_top_down_vertical_shaft",
+      "prompt_order": "subject_first",
+      "turn": 6,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_8c3ae3ebaff74bee91cdcdb600163c79.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_floor_fills_frame",
+      "prompt_order": "subject_first",
+      "turn": 7,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_a89acdeb80f641c59fef7352b6c20661.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_standing_feet_close",
+      "prompt_order": "subject_first",
+      "turn": 8,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_57ffe9aa6c7d4dcda6d49937b1dcdc5c.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_desk_leg_grid",
+      "prompt_order": "subject_first",
+      "turn": 9,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_e85bd81bef114bf1b741dc816254881a.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_carpet_seam_centerline",
+      "prompt_order": "subject_first",
+      "turn": 10,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_c13ee92586ed4310bf1bd23626eee5f0.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_chair_wheel_floor",
+      "prompt_order": "subject_first",
+      "turn": 11,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_5265517ff9544c149277a8711461da17.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_under_table_edge",
+      "prompt_order": "subject_first",
+      "turn": 12,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_396bd047524b4c92b46d5860fec682da.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_glass_partition_floor",
+      "prompt_order": "subject_first",
+      "turn": 13,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_69a268a1cf3142f39d99d159853e92df.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_mouth_directly_below_torso",
+      "prompt_order": "subject_first",
+      "turn": 14,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_75cd8e71ddad45f4a4b2aa9e00ea6127.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_knees_visible_below_head",
+      "prompt_order": "subject_first",
+      "turn": 15,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_22bfc679e02b4b9b9d3ee21a9a302d03.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_compact_anatomy",
+      "prompt_order": "subject_first",
+      "turn": 16,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_cef16a8cebd649c4a53191f9f74f21e7.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_eye_contact_vertical",
+      "prompt_order": "subject_first",
+      "turn": 17,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_acfdcfda262849eea33dd5b31985751c.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_soft_expression",
+      "prompt_order": "subject_first",
+      "turn": 18,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_3f455403ee98473e8d30ef34d93ac9d1.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_clothed_top_visible",
+      "prompt_order": "subject_first",
+      "turn": 19,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_13516b4bed1a4a69a8542b446822836e.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_bralette_open_shirt",
+      "prompt_order": "subject_first",
+      "turn": 20,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_e4f7ec25182b4acfa4ecce291a0a5097.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_low_lounge_table",
+      "prompt_order": "subject_first",
+      "turn": 21,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_eda27adbb98648b492444867f764d4c9.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_wide_floor_coworking_rows",
+      "prompt_order": "subject_first",
+      "turn": 22,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_696bb9f3163049f5b696316db97b46f2.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_tight_vertical_crop",
+      "prompt_order": "subject_first",
+      "turn": 23,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_9840c47c74f7444ab5a7b8afd24189f4.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_viewer_feet_frame_head",
+      "prompt_order": "subject_first",
+      "turn": 24,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_11315ff26c78428fb5e630d9c4fd7ac5.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_phone_like_top_snapshot",
+      "prompt_order": "subject_first",
+      "turn": 25,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_da68aff4f3234e51a4dca2196dc8d9ae.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "axis_floor_plane_priority",
+      "prompt_order": "subject_first",
+      "turn": 26,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_867f5eea66354fb4beb5df586e56bfbc.png",
+      "returned_seed": 238365845574312
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_floorplan_salvage_analysis.md

@@ -0,0 +1,92 @@
+# Blowjob Top-Down Vertical Shaft Floor-Plan Salvage
+
+Date: 2026-07-01
+
+Pose target: `pov_blowjob_top_down_vertical_shaft`
+
+Reference atlas examples:
+
+- `/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/blowjob_top_view/27_blowjob_top_view.png`
+- `/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/blowjob_top_view/2_blowjob_top_view.png`
+
+Key manual evidence:
+
+- `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00062_.png`
+- `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00079_.png`
+
+MCP batches:
+
+- `ab_batches/blowjob_top_down_vertical_shaft_overhead_floorplan_seed_238365845574312_batch.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_overhead_floorplan_seed_238365845574312_results.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_minimal_floor_tail_seed_238365845574312_batch.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_minimal_floor_tail_seed_238365845574312_results.json`
+
+Sampler seed: `238365845574312`
+
+## Atlas Comparison
+
+The atlas frames do not mainly solve the pose by saying “top view” many times.
+They solve it by making the environment match the camera axis:
+
+- the background is a floor or ground plane, not a deep room;
+- environmental evidence is flat to the camera, such as floor boards, turf, net,
+  or cropped edge objects;
+- the partner is below the camera, and her head/crown/shoulders stack downward
+  in the image;
+- foreground viewer body cues sit at the lower edge, but they do not require a
+  broad rendered room behind the partner.
+
+The original coworking scene tail fought that geometry because `tall windows`,
+`repeated desk rows`, and `soft shared-office depth` invite a forward-looking
+room render. More vertical synonyms did not fully fix that conflict.
+
+## Working Prompt Principle
+
+For this pose, translate the coworking lounge into top-down floor evidence:
+
+```text
+Set in a coworking lounge seen as a top-down floor plan: carpet texture,
+carpet tile seams
+```
+
+This is not a generic “remove background” rule. It is a pose-specific scene
+translation. A different atlas family may need more environment detail if the
+reference angle actually shows a room, desk surface, sofa, wall, bed, or other
+support.
+
+## Strong Current Candidates
+
+- `manual_00079_minimal_tail`
+  - image: `/media/unraid/comfyui/output/agent_bridge/img_c44d156d05614e00858dbe659be7ebc0.png`
+  - prompt keeps the manual `img_00079` minimal scene tail.
+  - Strong overhead read, carpet-dominant, still plausible coworking floor.
+- `minimal_tail_floor_plane_background`
+  - image: `/media/unraid/comfyui/output/agent_bridge/img_726db4d0591647c2a2ed39a93f37ccb9.png`
+  - Strong overhead and clean floor-plane background.
+  - Slightly more generic floor material than the coworking carpet-tail version.
+- `minimal_tail_tight_crop`
+  - image: `/media/unraid/comfyui/output/agent_bridge/img_4764ba4774974d9789df7fdaa12b1f65.png`
+  - Strong contact priority and verticality.
+  - More cropped; needs user verification against atlas preference.
+
+## Weaker Add-Backs
+
+Adding explicit office objects too early can reintroduce room-depth pressure.
+Single or double anchors such as `one cropped chair caster`, `one cropped desk
+foot`, or both may be useful for scene identity, but they should be added only
+after the vertical floor-plane read is preserved across seeds.
+
+## Current Decision
+
+This pose is no longer a text-weak case. The failure was mostly a scene/camera
+conflict:
+
+- bad: overhead pose wording plus deep coworking room-depth tail;
+- better: overhead pose wording plus floor-plan coworking tail;
+- best current hypothesis: overhead pose wording plus minimal carpet/tile-seam
+  coworking floor tail.
+
+Next gate: user visual verification of the strongest candidate, then repeat
+the selected minimal-tail candidate on at least one second sampler seed before
+sidecar/catalog cue promotion.
+

ab_batches/blowjob_top_down_vertical_shaft_image_to_prompt_analysis.md

@@ -0,0 +1,78 @@
+# Blowjob Top-Down Vertical Shaft Image-To-Prompt Calibration
+
+Date: 2026-07-01
+
+Pose target: `pov_blowjob_top_down_vertical_shaft`
+
+Primary atlas reference:
+
+- `/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/blowjob_top_view/22_blowjob_top_view.png`
+
+Manual calibration evidence:
+
+- `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00100_.png`
+- `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00101_.png`
+
+MCP image-to-prompt batch:
+
+- `ab_batches/blowjob_top_down_vertical_shaft_image_to_prompt_seed_238365845574312_batch.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_image_to_prompt_seed_238365845574312_results.json`
+
+Sampler seed: `238365845574312`
+
+## What Improved
+
+The strongest verticality came from describing the camera and scene as a single
+top-down plane, not from repeating more top-view synonyms. The working manual
+prompt removed the deep coworking-room tail and used a flat floor/support read:
+
+```text
+Background reads as a flat pale floor and cropped white lounge chair surface,
+with very little room depth.
+```
+
+This confirms the earlier conflict analysis: for this atlas family, deep room
+phrases such as repeated desk rows, tall windows, and soft background depth
+fight the vertical camera axis.
+
+## Remaining Miss
+
+The calibration images have the best verticality so far, but compared with atlas
+22 the viewer foreground is still too dominant. The atlas reference gives more
+visual weight to the woman's face, hair crown, shoulders, upper chest, and hand
+stack. The next prompt rule should push that positive hierarchy, rather than
+adding room detail or relying on negative-style body suppression.
+
+## Prompt Rule
+
+Use a positive visibility order:
+
+```text
+Straight-down male POV oral close-up. The camera looks almost vertically down
+from the man's upper abdomen. The woman's face, eyelids, hair crown, shoulders,
+upper chest, and one hand stack directly below the camera. Centered mouth
+contact aligns with the vertical shaft. One hand wraps the base near the man's
+lower abdomen. The man's lower abdomen and small thigh edges anchor only the
+bottom foreground. Tucked knees remain small side shapes on the floor. The
+background reads as a flat pale floor and one cropped white lounge chair
+surface, with shallow top-down room depth.
+```
+
+For clothed atlas variants, use subject-owned clothing as a geometry anchor:
+
+```text
+The woman wears a fitted white ribbed tank top; the tank-top neckline and
+shoulders remain visible from above.
+```
+
+Avoid carrying the manual scoring phrase `hips and ass stay visually secondary,
+mostly hidden` into final positive conditioning. Keep that as a human rejection
+criterion, and express the render prompt through the visible upper-body stack.
+
+## Current Decision
+
+This pose is prompt-responsive. The route should not be promoted yet from these
+two manual calibrations alone, but the next batch should keep the successful
+floor/support-plane camera tail fixed and compare upper-body-stack variants,
+including the fitted-tank-top anchor that previously matched atlas 22 more
+closely than the nude minimal-floor candidates.

ab_batches/blowjob_top_down_vertical_shaft_image_to_prompt_seed_238365845574312_batch.json

@@ -0,0 +1,67 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "image-to-prompt inversion from clothed generated atlas-like result and atlas_22 body geometry",
+    "sampler_seed_role": "fixed sampler seed for comparison against minimal_tail_woman_tank_top"
+  },
+  "probes": [
+    {
+      "id": "clothed_minimal_tail_control",
+      "prompt_order": "subject_first",
+      "cue_axes": ["control", "owned_clothing", "minimal_scene_tail"],
+      "evidence": {
+        "prior_image": "/media/unraid/comfyui/output/agent_bridge/img_556bc9272211426cb6e0139c4ec0dd0a.png",
+        "atlas_reference": "/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/blowjob_top_view/22_blowjob_top_view.png"
+      },
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. tank top shoulders and neckline remain visible from above. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "upper_body_stack_tank_top",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "upper_body_stack", "owned_clothing"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen onto the carpet floor. her hair crown, forehead, face, white tank-top neckline, shoulders, hands, and tucked knees stack vertically below the camera. her mouth seals around the centered foreshortened large penis. both hands wrap the base directly under her lips. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "atlas_22_torso_neckline",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "atlas_22_body_geometry", "torso_neckline"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen. the woman's face, tank-top neckline, shoulders, and upper torso are the main partner shapes below the camera. her knees tuck under her body on the carpet behind the shoulder line. her mouth seals around the centered foreshortened large penis. both hands wrap the base. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "upright_kneeling_torso",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "upright_kneeling", "body_proportion"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman kneels upright below the viewer with shoulders and tank-top chest centered under her head. her knees are tucked on the carpet at the sides of the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base under her lips. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "shoulders_primary_knees_small",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "shoulder_priority", "knee_scale"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen. her head, face, shoulders, and white tank-top upper torso dominate the partner silhouette. her tucked knees remain smaller side shapes on the carpet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and sit between the viewer's feet. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "tank_top_eye_contact",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "eye_contact", "owned_clothing"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen. her face tilts upward, dark almond eyes looking into the camera, with the white tank-top neckline and shoulders visible below her face. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her tucked knees remain low on the carpet. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "tank_top_one_caster_edge",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "owned_clothing", "minimal_workspace_anchor"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen onto the carpet floor. her face, white tank-top neckline, shoulders, hands, and tucked knees stack below the camera. her mouth seals around the centered foreshortened large penis. both hands wrap the base. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, one cropped chair caster at the far edge"
+    },
+    {
+      "id": "tight_tank_top_stack",
+      "prompt_order": "subject_first",
+      "cue_axes": ["image_to_prompt", "tight_crop", "upper_body_stack"],
+      "text": "Tight straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen. her face, shoulders, white tank-top upper torso, hands, and tucked knees fill the center of the carpet floor. her mouth seals around the centered foreshortened large penis. both hands wrap the base directly under her lips. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_image_to_prompt_seed_238365845574312_results.json

@@ -0,0 +1,62 @@
+{
+  "seed": 238365845574312,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "clothed_minimal_tail_control",
+      "prompt_order": "subject_first",
+      "turn": 78,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_d5264d677f954800aaf5d71b11249e32.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "upper_body_stack_tank_top",
+      "prompt_order": "subject_first",
+      "turn": 79,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_907d592ed7b44e6dacf6a3d22a7e48f1.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "atlas_22_torso_neckline",
+      "prompt_order": "subject_first",
+      "turn": 80,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_9dfec0d52f8d4e468bfe639e94e0f382.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "upright_kneeling_torso",
+      "prompt_order": "subject_first",
+      "turn": 81,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_5ebc5a243b6247bf990769bb902d7563.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "shoulders_primary_knees_small",
+      "prompt_order": "subject_first",
+      "turn": 82,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_b39a8cfe8f9c4819b12d472f931a0e55.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "tank_top_eye_contact",
+      "prompt_order": "subject_first",
+      "turn": 83,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_ec875770f68144c3a495b186da589848.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "tank_top_one_caster_edge",
+      "prompt_order": "subject_first",
+      "turn": 84,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_aa78fceb96c14f17a585c0adcc9c0ddf.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "tight_tank_top_stack",
+      "prompt_order": "subject_first",
+      "turn": 85,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_32c138249203481290985c29c48960fe.png",
+      "returned_seed": 238365845574312
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_minimal_floor_tail_seed_238365845574312_batch.json

@@ -0,0 +1,67 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "minimal coworking floor-tail probes from manual img_00079 conflict-analysis evidence",
+    "sampler_seed_role": "fixed sampler seed for direct comparison against sparse manual evidence"
+  },
+  "probes": [
+    {
+      "id": "manual_00079_minimal_tail",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "minimal_scene_tail", "carpet_only"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00079_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00079_.txt"
+      },
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "minimal_tail_with_one_caster",
+      "prompt_order": "subject_first",
+      "cue_axes": ["minimal_scene_tail", "single_office_anchor", "sparse_floor"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, one cropped chair caster at the far edge"
+    },
+    {
+      "id": "minimal_tail_with_edge_desk_foot",
+      "prompt_order": "subject_first",
+      "cue_axes": ["minimal_scene_tail", "single_office_anchor", "desk_foot_edge"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, one cropped desk foot at the frame edge"
+    },
+    {
+      "id": "minimal_tail_with_caster_and_desk_foot",
+      "prompt_order": "subject_first",
+      "cue_axes": ["minimal_scene_tail", "two_office_anchors", "sparse_floor"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, one cropped chair caster, one cropped desk foot"
+    },
+    {
+      "id": "carpet_only_no_lounge_word",
+      "prompt_order": "subject_first",
+      "cue_axes": ["scene_tail_removed", "carpet_only", "conflict_reduction"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Carpet texture and carpet tile seams fill the background floor plane."
+    },
+    {
+      "id": "minimal_tail_floor_plane_background",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_as_background", "minimal_scene_tail", "top_view"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen. the carpet floor plane is the background. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen from above: carpet texture and carpet tile seams."
+    },
+    {
+      "id": "minimal_tail_tight_crop",
+      "prompt_order": "subject_first",
+      "cue_axes": ["tight_crop", "minimal_scene_tail", "contact_priority"],
+      "text": "Tight straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    },
+    {
+      "id": "minimal_tail_woman_tank_top",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "minimal_scene_tail", "pose_preservation"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. tank top shoulders and neckline remain visible from above. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams"
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_minimal_floor_tail_seed_238365845574312_results.json

@@ -0,0 +1,62 @@
+{
+  "seed": 238365845574312,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "manual_00079_minimal_tail",
+      "prompt_order": "subject_first",
+      "turn": 70,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_c44d156d05614e00858dbe659be7ebc0.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_with_one_caster",
+      "prompt_order": "subject_first",
+      "turn": 71,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_a75439104c734857ae2f1cc39cbd54a5.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_with_edge_desk_foot",
+      "prompt_order": "subject_first",
+      "turn": 72,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_9798ccfcef9e47d3bce59465bc236d15.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_with_caster_and_desk_foot",
+      "prompt_order": "subject_first",
+      "turn": 73,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_c98adad644254d81b69e7d52bf076003.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "carpet_only_no_lounge_word",
+      "prompt_order": "subject_first",
+      "turn": 74,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_fa66fc003bbb499887572e7becc68bbc.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_floor_plane_background",
+      "prompt_order": "subject_first",
+      "turn": 75,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_726db4d0591647c2a2ed39a93f37ccb9.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_tight_crop",
+      "prompt_order": "subject_first",
+      "turn": 76,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_4764ba4774974d9789df7fdaa12b1f65.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "minimal_tail_woman_tank_top",
+      "prompt_order": "subject_first",
+      "turn": 77,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_556bc9272211426cb6e0139c4ec0dd0a.png",
+      "returned_seed": 238365845574312
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_overhead_floorplan_seed_238365845574312_batch.json

@@ -0,0 +1,91 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "top-view oral salvage with overhead camera words and floor-plan coworking scene wording",
+    "sampler_seed_role": "fixed sampler seed for direct comparison against prior MCP and manual overhead probes"
+  },
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "cue_axes": ["baseline", "folder_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir-angle standing male POV top-view oral position. viewer looks almost straight down from his torso toward the floor. nearby carpet floor plane dominates the image. viewer abdomen, shorts, thighs, and feet frame the lower foreground. large penis is a short centered vertical column. the woman kneels directly below the viewer between his feet. her mouth seals around the centered large penis. one hand wraps the base. hair crown, forehead, shoulders, hands, and knees are visible from above. desk legs, chair wheels, carpet texture, and floor seams act as top-down office anchors. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00062_original_scene_control",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "overhead_prefix", "original_scene_tail"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00062_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00062_.txt"
+      },
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "overhead_floorplan_scene_tail",
+      "prompt_order": "subject_first",
+      "cue_axes": ["overhead_prefix", "straight_down", "floorplan_scene_tail"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "perfectly_vertical_floorplan",
+      "prompt_order": "subject_first",
+      "cue_axes": ["perfectly_vertical", "floorplan_scene_tail", "strong_camera_axis"],
+      "text": "Perfectly vertical overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "straight_down_floorplan",
+      "prompt_order": "subject_first",
+      "cue_axes": ["straight_down_prefix", "floorplan_scene_tail", "camera_axis"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "floor_plan_view",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_plan_view", "scene_reconciliation", "workspace_floor"],
+      "text": "Top-down floor-plan view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV oral position. viewer looks straight down from his abdomen onto the carpet floor. the woman kneels below the viewer in the middle of the floor-plan composition. her mouth seals around the centered foreshortened large penis. both hands wrap the base. her hair crown, forehead, shoulders, hands, and knees read from above. Coworking lounge objects read as floor-plan anchors: carpet seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots around her."
+    },
+    {
+      "id": "perpendicular_camera_axis",
+      "prompt_order": "subject_first",
+      "cue_axes": ["camera_axis", "technical_verticality", "floorplan_scene_tail"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. the camera axis is perpendicular to the carpet floor and points straight down from the viewer's abdomen. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "ceiling_to_floor_alignment",
+      "prompt_order": "subject_first",
+      "cue_axes": ["plumb_alignment", "floorplan_scene_tail", "overhead_prefix"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Plumb vertical standing male POV oral position. viewer looks straight down from his abdomen to the carpet floor. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "floor_fills_frame",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_ratio", "floorplan_scene_tail", "workspace_floor"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen. carpet floor fills the frame around the kneeling woman. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Coworking lounge floor details surround her: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots."
+    },
+    {
+      "id": "woman_tank_top_floorplan",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "floorplan_scene_tail", "pose_preservation"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. tank top shoulders and neckline remain visible from above. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "eye_contact_floorplan",
+      "prompt_order": "subject_first",
+      "cue_axes": ["eye_control", "floorplan_scene_tail", "pose_preservation"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her face tilts upward and her dark almond eyes look up into the camera. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "compact_floorplan_no_camera_tail",
+      "prompt_order": "subject_first",
+      "cue_axes": ["short_prompt", "floorplan_scene_tail", "noise_reduction"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen onto the carpet floor. the woman kneels in the center of the floor below him. her mouth seals around the centered foreshortened large penis. both hands wrap the base. her hair crown, forehead, shoulders, hands, and knees read from above. Coworking lounge floor-plan anchors surround her: carpet seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots."
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_overhead_floorplan_seed_238365845574312_results.json

@@ -0,0 +1,90 @@
+{
+  "seed": 238365845574312,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "turn": 58,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_7c307b0667b04c9190b657ec0c59eace.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "manual_00062_original_scene_control",
+      "prompt_order": "subject_first",
+      "turn": 59,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_21686bf41ca74e16a689bcb58b818213.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "overhead_floorplan_scene_tail",
+      "prompt_order": "subject_first",
+      "turn": 60,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_498ada9c2dab4adfb03cd1e2e5655a39.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "perfectly_vertical_floorplan",
+      "prompt_order": "subject_first",
+      "turn": 61,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_a677480fbf3241d1b912630e1c659dc4.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "straight_down_floorplan",
+      "prompt_order": "subject_first",
+      "turn": 62,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_02410cd85ef14ceaa160cca11116f5cb.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "floor_plan_view",
+      "prompt_order": "subject_first",
+      "turn": 63,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_6383798de55c40e68373061e0d2d4890.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "perpendicular_camera_axis",
+      "prompt_order": "subject_first",
+      "turn": 64,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_2b649968429e4a7d97ea2e08ecc20484.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "ceiling_to_floor_alignment",
+      "prompt_order": "subject_first",
+      "turn": 65,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_cc7c76a2226f4949897d20e80108dc55.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "floor_fills_frame",
+      "prompt_order": "subject_first",
+      "turn": 66,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_ce49b6650d2845f6a297703af02fdcf5.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "woman_tank_top_floorplan",
+      "prompt_order": "subject_first",
+      "turn": 67,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_cdb2eb93082d4369990b52c33d0254f6.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "eye_contact_floorplan",
+      "prompt_order": "subject_first",
+      "turn": 68,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_89b27cdbb89a4d999c52f6eba8a23cd2.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "compact_floorplan_no_camera_tail",
+      "prompt_order": "subject_first",
+      "turn": 69,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_c86cc56829b14a7eb30d4fd30f95c0fd.png",
+      "returned_seed": 238365845574312
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_overhead_salvage_seed_238365845574312_batch.json

@@ -0,0 +1,99 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "salvage top-view oral using user manual overhead prompt evidence from sxcp_accumulator/bwave_2",
+    "sampler_seed_role": "fixed sampler seed for direct comparison with previous MCP probes"
+  },
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "cue_axes": ["baseline", "folder_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir-angle standing male POV top-view oral position. viewer looks almost straight down from his torso toward the floor. nearby carpet floor plane dominates the image. viewer abdomen, shorts, thighs, and feet frame the lower foreground. large penis is a short centered vertical column. the woman kneels directly below the viewer between his feet. her mouth seals around the centered large penis. one hand wraps the base. hair crown, forehead, shoulders, hands, and knees are visible from above. desk legs, chair wheels, carpet texture, and floor seams act as top-down office anchors. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "prior_low_head_high_floor_ratio",
+      "prompt_order": "subject_first",
+      "cue_axes": ["previous_probe_control", "floor_ratio", "no_overhead_prefix"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs, and feet sit at the bottom edge. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00057_vertical_overhead",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "vertical_overhead_prefix", "full_lower_body_sentence"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00057_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00057_.txt"
+      },
+      "text": "Vertical overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs, and feet sit at the bottom edge. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00059_top_vertical_truncated",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "top_vertical_overhead_prefix", "truncated_lower_body_sentence"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00059_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00059_.txt"
+      },
+      "text": "Top Vertical overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00060_completely_vertical",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "completely_vertical_overhead_prefix", "truncated_lower_body_sentence"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00060_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00060_.txt"
+      },
+      "text": "Completely Vertical overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00061_vertical_ceiling",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "vertical_ceiling_prefix", "truncated_lower_body_sentence"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00061_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00061_.txt"
+      },
+      "text": "Vertical ceiling view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00062_overhead_straight_down",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "overhead_prefix", "straight_down", "minimal_lower_body_sentence"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00062_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00062_.txt"
+      },
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "manual_00063_overhead_camera_vertical",
+      "prompt_order": "subject_first",
+      "cue_axes": ["manual_evidence", "overhead_prefix", "straight_down", "camera_vertical_phrase"],
+      "evidence": {
+        "manual_image": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00063_.png",
+        "manual_prompt": "/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00063_.txt"
+      },
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is overhead vertical male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "overhead_straight_down_woman_tank_top",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "overhead_prefix", "pose_preservation"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. tank top shoulders and neckline remain visible from above. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "overhead_straight_down_eye_contact",
+      "prompt_order": "subject_first",
+      "cue_axes": ["facial_expression", "eye_control", "overhead_prefix", "pose_preservation"],
+      "text": "Overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her face tilts upward and her dark almond eyes look up into the camera. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_refine_analysis.md

@@ -0,0 +1,100 @@
+# Blowjob Top-Down Vertical Shaft Refine Pass
+
+Date: 2026-07-01
+
+Pose target: `pov_blowjob_top_down_vertical_shaft`
+
+Reference folder baseline:
+`/media/unraid/comfyui/output/CodexMCP-Atlas-Refine/pov_blowjob_top_down_vertical_shaft_00001_.png`
+
+Prior batch:
+`ab_batches/blowjob_top_down_vertical_shaft_axis_batch.json`
+
+Second-pass batches:
+
+- `ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574312_batch.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574313_batch.json`
+
+Second-pass results:
+
+- `ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574312_results.json`
+- `ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574313_results.json`
+
+Sampler seeds:
+
+- `238365845574312`
+- `238365845574313`
+
+Total text-only attempts counted for this pose: 51 prompt/seed outcomes
+across the first and second MCP batches.
+
+## Result
+
+The second pass is stable but does not solve the atlas top-view geometry. Most
+variants converge to a front-facing kneeling or seated oral composition: contact
+is often preserved, subject identity stays strong, and the coworking floor grid
+is coherent, but the camera still reads forward/downward rather than true nadir.
+
+This means the exact atlas family shown by `blowjob_top_view` references is a
+weak text-only case for this model under subject-first prompting. Treat it as a
+candidate for stronger image/control guidance if a flatter atlas match is
+required.
+
+## Best Repeatable Partial
+
+The best repeatable partial remains the first-pass direction:
+
+- `axis_mouth_directly_below_torso`
+- `axis_floor_plane_priority`
+
+The refined `floor_plane_mouth_under_torso` prompt preserved contact on both
+sampler seeds and produced stable office-floor framing:
+
+- seed `238365845574312`: `/media/unraid/comfyui/output/agent_bridge/img_b6525cf541d44c34828c7fe19068425b.png`
+- seed `238365845574313`: `/media/unraid/comfyui/output/agent_bridge/img_fe09b3d132004f26ab848f3edb21d8a0.png`
+
+It is better than a generic seated oral prompt because it anchors the partner
+below the viewer, keeps the mouth/contact centered, and uses floor/caster/desk
+anchors. It is not a proven exact top-view atlas reproduction.
+
+## Stable But Insufficient
+
+These cues mostly improved consistency rather than verticality:
+
+- `caster_wheel_floor_grid`
+- `desk_leg_rows_floor_depth`
+- `viewer_feet_gate_head_center`
+- `straight_down_carpet_tiles`
+- `mouth_below_navel_eye_contact`
+- `kneeling_between_shoes_floor_map`
+- `short_column_contact_scale`
+- `desk_edges_side_floor_anchor`
+- `head_crown_forehead_vertical_read`
+- `office_lane_floor_perspective`
+- `low_head_high_floor_ratio`
+
+They tend to preserve the coworking deck and subject identity, but they do not
+force a flat top-view body plane. Several reduce the action to a conventional
+front-facing kneeling oral pose.
+
+## Weak Or Rejected Axes
+
+- `phone_snapshot_abdomen_down` often broke mouth contact and produced a staged
+  kneeling pose.
+- `woman_tank_top_owned_visibility` confirmed owned clothing works, but it did
+  not improve the top-view geometry.
+- More repetitions of `nadir`, `straight-down`, `floor plane`, `viewer feet`,
+  and `desk-leg grid` are unlikely to solve the exact atlas pose alone.
+
+## Prompt Rules From This Pass
+
+- Keep as a provisional prompt-guide partial: `mouth directly below the viewer's
+  torso` plus `floor-plane-priority` office anchors.
+- Keep office-floor anchors concrete: `chair caster wheels`, `desk-leg feet`,
+  `table bases`, `carpet texture`, `floor seams`.
+- Owned clothing remains valid only when phrased as `The woman wears ...`.
+- Do not promote exact top-view success from this pass.
+- For catalog seed variants, this pose needs either a partial seed family
+  labeled as forward/downward POV oral, or stronger control/image guidance for
+  the flatter atlas top-view family.
+

ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574312_batch.json

@@ -0,0 +1,105 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "second-pass top-view axis refinement using folder baseline and first MCP batch evidence",
+    "sampler_seed_role": "fixed sampler seed for repeatable matrix comparison"
+  },
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "cue_axes": ["baseline", "folder_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir-angle standing male POV top-view oral position. viewer looks almost straight down from his torso toward the floor. nearby carpet floor plane dominates the image. viewer abdomen, shorts, thighs, and feet frame the lower foreground. large penis is a short centered vertical column. the woman kneels directly below the viewer between his feet. her mouth seals around the centered large penis. one hand wraps the base. hair crown, forehead, shoulders, hands, and knees are visible from above. desk legs, chair wheels, carpet texture, and floor seams act as top-down office anchors. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "floor_plane_mouth_under_torso",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_plane_priority", "mouth_under_torso", "contact_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Floor-plane-priority standing male POV oral position. viewer stands above the kneeling woman and looks down from his abdomen. open shorts, thighs, feet, and lower abdomen frame the bottom. the carpet plane is the main background surface, filled with woven texture, floor seams, desk-leg feet, and caster wheels. the large penis rises from the lower center as a foreshortened vertical cylinder. the woman kneels in the middle of the carpet plane, mouth sealed around the centered large penis. both hands wrap around the base, shoulders and knees visible below her hair crown. her dark eyes angle up toward the viewer. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "caster_wheel_floor_grid",
+      "prompt_order": "subject_first",
+      "cue_axes": ["caster_wheels", "top_down_grid", "office_floor_anchor"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position on office carpet. the camera looks down past the viewer's abdomen, open shorts, thighs, and feet. chair caster wheels, desk-leg feet, table bases, and carpet seams form a visible grid across the floor. the woman kneels centered inside that floor grid between the viewer's shoes. her hair crown, forehead, shoulders, hands, and knees are seen from above. her mouth seals around the foreshortened centered large penis rising from the lower frame. both hands stack at the base under her lips. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "desk_leg_rows_floor_depth",
+      "prompt_order": "subject_first",
+      "cue_axes": ["desk_leg_rows", "vertical_depth", "floor_background"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position between coworking desk rows. viewer looks steeply downward from his torso. open shorts, thighs, feet, and lower abdomen hold the lower edge. repeated desk legs and chair wheels recede across the carpet behind the kneeling woman. the floor plane fills most of the image. the woman kneels directly below the viewer, centered between his feet. her mouth covers the short foreshortened large penis at the exact center. both hands hold the base, elbows tucked close, shoulders visible below her hair crown. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "viewer_feet_gate_head_center",
+      "prompt_order": "subject_first",
+      "cue_axes": ["viewer_feet_frame", "head_centering", "standing_height"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep standing male POV oral position. viewer's bare feet and open shorts create a gate around the bottom of the frame. the camera looks down between his thighs onto the carpet. the woman's head is centered directly below the viewer's pelvis between his feet. her hair crown and forehead face the camera from above while her dark eyes look upward. a short vertical large penis rises from the lower center into her sealed mouth. both hands wrap the base under her lips. floor seams, chair wheels, and desk legs surround her knees on the carpet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "phone_snapshot_abdomen_down",
+      "prompt_order": "subject_first",
+      "cue_axes": ["phone_like_snapshot", "abdomen_down_angle", "floor_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Phone-like standing male POV oral snapshot from above. the viewer looks down from chest and abdomen height. lower abdomen, open shorts, thighs, and feet occupy the near bottom edge. the carpet below is clear and detailed, with chair wheels, desk-leg feet, and table bases placed around the woman. she kneels directly underneath the viewer between his feet. her mouth seals around the centered short large penis. both hands clasp the base and her shoulders sit below her hair crown. her dark almond eyes glance upward into the camera. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "straight_down_carpet_tiles",
+      "prompt_order": "subject_first",
+      "cue_axes": ["straight_down_axis", "carpet_tiles", "top_view"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nearly straight-down standing male POV oral position. the viewer's abdomen, shorts, thighs, and feet frame a steep view onto carpet tiles. the carpet tile seams run beneath the kneeling woman and make the camera angle read vertical. she kneels below the viewer with knees spread on the carpet. the short centered large penis points upward from the lower frame into her sealed mouth. both hands hold the base at the viewer's pelvis line. hair crown, forehead, shoulders, hands, and knees are all visible from above. desk legs and chair wheels sit flat on the floor around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "mouth_below_navel_eye_contact",
+      "prompt_order": "subject_first",
+      "cue_axes": ["mouth_below_navel", "eye_contact", "contact_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position with eye contact. viewer looks down past his navel, open shorts, thighs, and feet. the woman's mouth sits directly below the viewer's navel line on the carpet plane. her lips seal around the centered foreshortened large penis and both hands clasp the base. her face tilts upward, dark almond eyes looking into the camera. the hair crown, forehead, shoulders, hands, and knees remain readable from above. carpet texture, desk legs, chair wheels, and table bases flatten into the background floor grid. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "kneeling_between_shoes_floor_map",
+      "prompt_order": "subject_first",
+      "cue_axes": ["kneeling_between_feet", "floor_map", "standing_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position. the viewer's feet sit near the lower left and lower right edges like fixed markers on the carpet. his open shorts, thighs, and lower abdomen occupy the bottom edge. the woman kneels between those feet, directly under the viewer's pelvis. her head, shoulders, hands, and knees fit inside the visible floor map. the short centered large penis rises from the lower center into her sealed mouth. both hands wrap the base under her lips. office desk legs, caster wheels, carpet seams, and table bases show the flat floor orientation. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "short_column_contact_scale",
+      "prompt_order": "subject_first",
+      "cue_axes": ["contact_scale", "foreshortened_column", "anatomy_length_control"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep standing male POV oral position with foreshortened contact scale. viewer looks down from his abdomen to the carpet. lower abdomen, open shorts, thighs, and feet frame the bottom foreground. the large penis reads as a short centered vertical column because the camera is directly above it. the woman kneels below the viewer and seals her mouth around the centered tip. both hands clasp low at the base near the viewer's pelvis. her hair crown, forehead, eyes, shoulders, and knees are visible from the top angle. floor seams, desk legs, caster wheels, and chair bases stay flat around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "woman_tank_top_owned_visibility",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "visible_top", "pose_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. Standing male POV top-view oral position. viewer looks down from his abdomen with open shorts, thighs, and feet framing the lower edge. the woman kneels directly below the viewer on the carpet between his feet. her tank top shoulders and neckline are visible below her hair crown from above. her mouth seals around the centered short large penis. both hands wrap the base under her lips. carpet texture, floor seams, desk legs, caster wheels, and table bases surround her knees and anchor the top-down office floor. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "desk_edges_side_floor_anchor",
+      "prompt_order": "subject_first",
+      "cue_axes": ["desk_edges", "side_background", "floor_angle"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position beside coworking desks. viewer looks down steeply past his lower abdomen, open shorts, thighs, and feet. desktop edges and table legs appear along the side margins while the carpet fills the center. the woman kneels on the carpet directly below the viewer between his feet. her mouth seals around the short centered large penis. both hands clasp the base under her lips. her hair crown, forehead, shoulders, and knees are visible from above. chair wheels and table bases mark the floor depth around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "head_crown_forehead_vertical_read",
+      "prompt_order": "subject_first",
+      "cue_axes": ["head_crown", "forehead_visibility", "vertical_read"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position. viewer looks down over his lower abdomen, open shorts, thighs, and feet to the carpet directly below. the woman's hair crown is the topmost visible part of her head, with forehead, eyes, nose bridge, shoulders, hands, and knees stacked underneath from the steep angle. her mouth seals around the short centered large penis rising from the lower frame. both hands hold the base. the floor plane dominates the image with carpet weave, chair wheels, desk-leg feet, table bases, and seams surrounding her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "office_lane_floor_perspective",
+      "prompt_order": "subject_first",
+      "cue_axes": ["office_lane", "floor_perspective", "workspace_continuity"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV oral position in a narrow coworking floor lane. viewer looks steeply down from his abdomen. open shorts, thighs, feet, and lower torso anchor the lower foreground. a lane of carpet, chair caster wheels, table bases, and desk legs extends behind the kneeling woman. the woman is directly below the viewer in the lane, centered between his feet. her mouth seals around the short centered large penis. both hands stack at the base under her lips. hair crown, forehead, shoulders, and knees are readable from above. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "low_head_high_floor_ratio",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_ratio", "head_below_viewer", "verticality"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs, and feet sit at the bottom edge. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574312_results.json

@@ -0,0 +1,111 @@
+{
+  "seed": 238365845574312,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "turn": 27,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_40bd9ea31595497eacabd4bf08fc5088.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "floor_plane_mouth_under_torso",
+      "prompt_order": "subject_first",
+      "turn": 28,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_b6525cf541d44c34828c7fe19068425b.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "caster_wheel_floor_grid",
+      "prompt_order": "subject_first",
+      "turn": 29,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_4f1bc1b6a655401d92d883043b7af76a.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "desk_leg_rows_floor_depth",
+      "prompt_order": "subject_first",
+      "turn": 30,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_5606d28cf60e41c7a894b3e4e667cd88.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "viewer_feet_gate_head_center",
+      "prompt_order": "subject_first",
+      "turn": 31,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_15c47d49bd344721a598c3ab024a6278.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "phone_snapshot_abdomen_down",
+      "prompt_order": "subject_first",
+      "turn": 32,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_d4f87fa4e43548d7af12af13a78e1cb3.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "straight_down_carpet_tiles",
+      "prompt_order": "subject_first",
+      "turn": 33,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_3a84cc08518447a0a9b302d9bfb55191.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "mouth_below_navel_eye_contact",
+      "prompt_order": "subject_first",
+      "turn": 34,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_984845bbd30449e3a801b40917eec708.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "kneeling_between_shoes_floor_map",
+      "prompt_order": "subject_first",
+      "turn": 35,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_dfc98e75d16946f89e9b96eed2675993.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "short_column_contact_scale",
+      "prompt_order": "subject_first",
+      "turn": 36,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_6bb47f36d12740a8aa9a815801988b68.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "woman_tank_top_owned_visibility",
+      "prompt_order": "subject_first",
+      "turn": 37,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_9f6fb18a5d574237910a15847cf762ca.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "desk_edges_side_floor_anchor",
+      "prompt_order": "subject_first",
+      "turn": 38,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_7e4432d41e6c4defb44fa8582c127764.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "head_crown_forehead_vertical_read",
+      "prompt_order": "subject_first",
+      "turn": 39,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_31c14beb5cee41a29e15a4d2d48218b3.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "office_lane_floor_perspective",
+      "prompt_order": "subject_first",
+      "turn": 40,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_3eb8c5b4cc6648b7ab0fd5555488d657.png",
+      "returned_seed": 238365845574312
+    },
+    {
+      "id": "low_head_high_floor_ratio",
+      "prompt_order": "subject_first",
+      "turn": 41,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_9f12349bc10e4dce908babe161200814.png",
+      "returned_seed": 238365845574312
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574313_batch.json

@@ -0,0 +1,105 @@
+{
+  "seed": 238365845574313,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "second-pass top-view axis refinement using folder baseline and first MCP batch evidence",
+    "sampler_seed_role": "second fixed sampler seed for repeatable matrix comparison"
+  },
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "cue_axes": ["baseline", "folder_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir-angle standing male POV top-view oral position. viewer looks almost straight down from his torso toward the floor. nearby carpet floor plane dominates the image. viewer abdomen, shorts, thighs, and feet frame the lower foreground. large penis is a short centered vertical column. the woman kneels directly below the viewer between his feet. her mouth seals around the centered large penis. one hand wraps the base. hair crown, forehead, shoulders, hands, and knees are visible from above. desk legs, chair wheels, carpet texture, and floor seams act as top-down office anchors. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "floor_plane_mouth_under_torso",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_plane_priority", "mouth_under_torso", "contact_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Floor-plane-priority standing male POV oral position. viewer stands above the kneeling woman and looks down from his abdomen. open shorts, thighs, feet, and lower abdomen frame the bottom. the carpet plane is the main background surface, filled with woven texture, floor seams, desk-leg feet, and caster wheels. the large penis rises from the lower center as a foreshortened vertical cylinder. the woman kneels in the middle of the carpet plane, mouth sealed around the centered large penis. both hands wrap around the base, shoulders and knees visible below her hair crown. her dark eyes angle up toward the viewer. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "caster_wheel_floor_grid",
+      "prompt_order": "subject_first",
+      "cue_axes": ["caster_wheels", "top_down_grid", "office_floor_anchor"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position on office carpet. the camera looks down past the viewer's abdomen, open shorts, thighs, and feet. chair caster wheels, desk-leg feet, table bases, and carpet seams form a visible grid across the floor. the woman kneels centered inside that floor grid between the viewer's shoes. her hair crown, forehead, shoulders, hands, and knees are seen from above. her mouth seals around the foreshortened centered large penis rising from the lower frame. both hands stack at the base under her lips. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "desk_leg_rows_floor_depth",
+      "prompt_order": "subject_first",
+      "cue_axes": ["desk_leg_rows", "vertical_depth", "floor_background"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position between coworking desk rows. viewer looks steeply downward from his torso. open shorts, thighs, feet, and lower abdomen hold the lower edge. repeated desk legs and chair wheels recede across the carpet behind the kneeling woman. the floor plane fills most of the image. the woman kneels directly below the viewer, centered between his feet. her mouth covers the short foreshortened large penis at the exact center. both hands hold the base, elbows tucked close, shoulders visible below her hair crown. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "viewer_feet_gate_head_center",
+      "prompt_order": "subject_first",
+      "cue_axes": ["viewer_feet_frame", "head_centering", "standing_height"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep standing male POV oral position. viewer's bare feet and open shorts create a gate around the bottom of the frame. the camera looks down between his thighs onto the carpet. the woman's head is centered directly below the viewer's pelvis between his feet. her hair crown and forehead face the camera from above while her dark eyes look upward. a short vertical large penis rises from the lower center into her sealed mouth. both hands wrap the base under her lips. floor seams, chair wheels, and desk legs surround her knees on the carpet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "phone_snapshot_abdomen_down",
+      "prompt_order": "subject_first",
+      "cue_axes": ["phone_like_snapshot", "abdomen_down_angle", "floor_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Phone-like standing male POV oral snapshot from above. the viewer looks down from chest and abdomen height. lower abdomen, open shorts, thighs, and feet occupy the near bottom edge. the carpet below is clear and detailed, with chair wheels, desk-leg feet, and table bases placed around the woman. she kneels directly underneath the viewer between his feet. her mouth seals around the centered short large penis. both hands clasp the base and her shoulders sit below her hair crown. her dark almond eyes glance upward into the camera. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "straight_down_carpet_tiles",
+      "prompt_order": "subject_first",
+      "cue_axes": ["straight_down_axis", "carpet_tiles", "top_view"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nearly straight-down standing male POV oral position. the viewer's abdomen, shorts, thighs, and feet frame a steep view onto carpet tiles. the carpet tile seams run beneath the kneeling woman and make the camera angle read vertical. she kneels below the viewer with knees spread on the carpet. the short centered large penis points upward from the lower frame into her sealed mouth. both hands hold the base at the viewer's pelvis line. hair crown, forehead, shoulders, hands, and knees are all visible from above. desk legs and chair wheels sit flat on the floor around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "mouth_below_navel_eye_contact",
+      "prompt_order": "subject_first",
+      "cue_axes": ["mouth_below_navel", "eye_contact", "contact_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position with eye contact. viewer looks down past his navel, open shorts, thighs, and feet. the woman's mouth sits directly below the viewer's navel line on the carpet plane. her lips seal around the centered foreshortened large penis and both hands clasp the base. her face tilts upward, dark almond eyes looking into the camera. the hair crown, forehead, shoulders, hands, and knees remain readable from above. carpet texture, desk legs, chair wheels, and table bases flatten into the background floor grid. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "kneeling_between_shoes_floor_map",
+      "prompt_order": "subject_first",
+      "cue_axes": ["kneeling_between_feet", "floor_map", "standing_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position. the viewer's feet sit near the lower left and lower right edges like fixed markers on the carpet. his open shorts, thighs, and lower abdomen occupy the bottom edge. the woman kneels between those feet, directly under the viewer's pelvis. her head, shoulders, hands, and knees fit inside the visible floor map. the short centered large penis rises from the lower center into her sealed mouth. both hands wrap the base under her lips. office desk legs, caster wheels, carpet seams, and table bases show the flat floor orientation. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "short_column_contact_scale",
+      "prompt_order": "subject_first",
+      "cue_axes": ["contact_scale", "foreshortened_column", "anatomy_length_control"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Steep standing male POV oral position with foreshortened contact scale. viewer looks down from his abdomen to the carpet. lower abdomen, open shorts, thighs, and feet frame the bottom foreground. the large penis reads as a short centered vertical column because the camera is directly above it. the woman kneels below the viewer and seals her mouth around the centered tip. both hands clasp low at the base near the viewer's pelvis. her hair crown, forehead, eyes, shoulders, and knees are visible from the top angle. floor seams, desk legs, caster wheels, and chair bases stay flat around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "woman_tank_top_owned_visibility",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "visible_top", "pose_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top. Standing male POV top-view oral position. viewer looks down from his abdomen with open shorts, thighs, and feet framing the lower edge. the woman kneels directly below the viewer on the carpet between his feet. her tank top shoulders and neckline are visible below her hair crown from above. her mouth seals around the centered short large penis. both hands wrap the base under her lips. carpet texture, floor seams, desk legs, caster wheels, and table bases surround her knees and anchor the top-down office floor. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "desk_edges_side_floor_anchor",
+      "prompt_order": "subject_first",
+      "cue_axes": ["desk_edges", "side_background", "floor_angle"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV top-view oral position beside coworking desks. viewer looks down steeply past his lower abdomen, open shorts, thighs, and feet. desktop edges and table legs appear along the side margins while the carpet fills the center. the woman kneels on the carpet directly below the viewer between his feet. her mouth seals around the short centered large penis. both hands clasp the base under her lips. her hair crown, forehead, shoulders, and knees are visible from above. chair wheels and table bases mark the floor depth around her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "head_crown_forehead_vertical_read",
+      "prompt_order": "subject_first",
+      "cue_axes": ["head_crown", "forehead_visibility", "vertical_read"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Nadir standing male POV oral position. viewer looks down over his lower abdomen, open shorts, thighs, and feet to the carpet directly below. the woman's hair crown is the topmost visible part of her head, with forehead, eyes, nose bridge, shoulders, hands, and knees stacked underneath from the steep angle. her mouth seals around the short centered large penis rising from the lower frame. both hands hold the base. the floor plane dominates the image with carpet weave, chair wheels, desk-leg feet, table bases, and seams surrounding her. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "office_lane_floor_perspective",
+      "prompt_order": "subject_first",
+      "cue_axes": ["office_lane", "floor_perspective", "workspace_continuity"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. Standing male POV oral position in a narrow coworking floor lane. viewer looks steeply down from his abdomen. open shorts, thighs, feet, and lower torso anchor the lower foreground. a lane of carpet, chair caster wheels, table bases, and desk legs extends behind the kneeling woman. the woman is directly below the viewer in the lane, centered between his feet. her mouth seals around the short centered large penis. both hands stack at the base under her lips. hair crown, forehead, shoulders, and knees are readable from above. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "low_head_high_floor_ratio",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_ratio", "head_below_viewer", "verticality"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks down from his abdomen so the floor takes most of the frame. lower abdomen, open shorts, thighs, and feet sit at the bottom edge. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. desk-leg feet, chair wheels, carpet seams, and table bases surround her and show the downward camera angle. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_refine_seed_238365845574313_results.json

@@ -0,0 +1,111 @@
+{
+  "seed": 238365845574313,
+  "channel_in": "sxcp_eval_in",
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "turn": 42,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_ee2c4c4e134441e99050c066ce3e3ccd.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "floor_plane_mouth_under_torso",
+      "prompt_order": "subject_first",
+      "turn": 43,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_fe09b3d132004f26ab848f3edb21d8a0.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "caster_wheel_floor_grid",
+      "prompt_order": "subject_first",
+      "turn": 44,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_15a44ffbaa5647f2aa93f15a5421bf68.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "desk_leg_rows_floor_depth",
+      "prompt_order": "subject_first",
+      "turn": 45,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_f459a958fbfa4cf4b3268b92c3f5ad4e.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "viewer_feet_gate_head_center",
+      "prompt_order": "subject_first",
+      "turn": 46,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_13751f4e0fe54330aceaedb8fa260a16.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "phone_snapshot_abdomen_down",
+      "prompt_order": "subject_first",
+      "turn": 47,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_387428c4386d4de68e95af66d4afc887.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "straight_down_carpet_tiles",
+      "prompt_order": "subject_first",
+      "turn": 48,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_47825cbcc88946ca939b3b3e348a71b1.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "mouth_below_navel_eye_contact",
+      "prompt_order": "subject_first",
+      "turn": 49,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_0d123f63cb214049ac6b1f14b2e41c59.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "kneeling_between_shoes_floor_map",
+      "prompt_order": "subject_first",
+      "turn": 50,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_b6ea951bbd2c4210b38b2f6d1c2bebb7.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "short_column_contact_scale",
+      "prompt_order": "subject_first",
+      "turn": 51,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_ce9b7fdf8d5a49feae653bfec93879f8.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "woman_tank_top_owned_visibility",
+      "prompt_order": "subject_first",
+      "turn": 52,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_20edcebe86424ec0b8fa9e6f027f725f.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "desk_edges_side_floor_anchor",
+      "prompt_order": "subject_first",
+      "turn": 53,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_d8ef57b7ca4c4b04a8c55bbcf2c626a0.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "head_crown_forehead_vertical_read",
+      "prompt_order": "subject_first",
+      "turn": 54,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_90b9792203b74925abc913ddee696809.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "office_lane_floor_perspective",
+      "prompt_order": "subject_first",
+      "turn": 55,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_bd754c0e15514ffc876b6a746d01268b.png",
+      "returned_seed": 238365845574313
+    },
+    {
+      "id": "low_head_high_floor_ratio",
+      "prompt_order": "subject_first",
+      "turn": 56,
+      "image_path": "/media/unraid/comfyui/output/agent_bridge/img_08635c3c3c354716a837d0945b4b70c6.png",
+      "returned_seed": 238365845574313
+    }
+  ]
+}

ab_batches/blowjob_top_down_vertical_shaft_sparse_floor_seed_238365845574312_batch.json

@@ -0,0 +1,72 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_blowjob_top_down_vertical_shaft",
+  "source_entry_id": "pov_blowjob_top_down_vertical_shaft_00001",
+  "source_stem": "pov_blowjob_top_down_vertical_shaft_00001_",
+  "selection": {
+    "purpose": "reduce office-background density while preserving the strongest straight-down floor-plan top-view oral wording",
+    "sampler_seed_role": "fixed sampler seed for comparison against straight_down_floorplan result"
+  },
+  "probes": [
+    {
+      "id": "straight_down_floorplan_control",
+      "prompt_order": "subject_first",
+      "cue_axes": ["control", "straight_down_prefix", "floorplan_scene_tail"],
+      "evidence": {
+        "prior_image": "/media/unraid/comfyui/output/agent_bridge/img_02410cd85ef14ceaa160cca11116f5cb.png"
+      },
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Set in a coworking lounge seen as a top-down floor plan: carpet texture, carpet tile seams, desk-leg feet, chair caster wheels, table bases, lower desk edges, and small plant pots sit flat around the kneeling woman."
+    },
+    {
+      "id": "sparse_carpet_plane",
+      "prompt_order": "subject_first",
+      "cue_axes": ["sparse_floor", "background_density", "floor_ratio"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet floor takes most of the frame. a broad sparse carpet plane surrounds the kneeling woman. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Coworking lounge evidence appears as carpet texture, carpet tile seams, two cropped chair caster wheels near the far edge, and one cropped table foot at the margin."
+    },
+    {
+      "id": "empty_carpet_halo",
+      "prompt_order": "subject_first",
+      "cue_axes": ["empty_floor_area", "background_density", "top_view"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen onto a mostly open carpet floor. a large empty carpet halo surrounds the woman from above. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Coworking lounge floor cues are sparse carpet seams and small cropped furniture feet at the outer edge."
+    },
+    {
+      "id": "edge_cropped_office_marks",
+      "prompt_order": "subject_first",
+      "cue_axes": ["edge_crops", "background_density", "workspace_floor"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen. the carpet floor fills the central image. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Office furniture appears as cropped edge marks: partial desk feet, partial chair caster wheels, and small table-base slivers along the frame margins."
+    },
+    {
+      "id": "carpet_tile_map",
+      "prompt_order": "subject_first",
+      "cue_axes": ["carpet_grid", "floor_map", "reduced_background"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the carpet tile map takes most of the frame. carpet seams form a flat square grid around the kneeling woman. her head stays low in the center of that carpet grid between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Coworking context reads through a few cropped caster wheels and desk feet at the grid edges."
+    },
+    {
+      "id": "floor_plane_is_background",
+      "prompt_order": "subject_first",
+      "cue_axes": ["floor_as_background", "scene_reconciliation", "top_view"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen. the carpet floor plane is the background. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. The coworking lounge appears through flat floor details: carpet weave, carpet seams, small caster wheels, desk feet, and cropped table-base edges."
+    },
+    {
+      "id": "minimal_floorplan_compact",
+      "prompt_order": "subject_first",
+      "cue_axes": ["short_prompt", "noise_reduction", "sparse_floor"],
+      "text": "Straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen onto the carpet floor. the woman kneels in the center of a sparse carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base. hair crown, forehead, shoulders, hands, and knees read from above. Sparse coworking floor cues: carpet seams, cropped caster wheels, cropped desk feet."
+    },
+    {
+      "id": "tight_vertical_subject_sparse_floor",
+      "prompt_order": "subject_first",
+      "cue_axes": ["tight_crop", "sparse_floor", "contact_priority"],
+      "text": "Tight straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen. the kneeling woman and centered contact fill the lower half while sparse carpet fills the upper half. her head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Coworking lounge floor cues stay at the margins as carpet seams, caster wheels, and desk feet."
+    },
+    {
+      "id": "atlas_like_floor_dominant",
+      "prompt_order": "subject_first",
+      "cue_axes": ["atlas_like_floor_ratio", "sparse_floor", "top_view"],
+      "text": "Atlas-like straight-down overhead view of A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. High standing male POV top-view oral position. viewer looks straight down from his abdomen so the floor plane dominates the composition. the woman's head stays low in the center of the carpet plane between the viewer's feet. her mouth seals around the centered foreshortened large penis. both hands wrap the base and her shoulders and knees remain visible below her head. Sparse coworking floor marks surround her: carpet weave, carpet seams, cropped chair wheels, and cropped table feet."
+    }
+  ]
+}

ab_batches/blowjob_top_view_1024_reference_pool_analysis.md

@@ -0,0 +1,183 @@
+# Blowjob Top-View 1024 Reference Pool Cue Expansion
+
+Date: 2026-07-01
+
+Canonical atlas folder:
+
+```text
+/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/blowjob_top_view
+```
+
+Supplemental raw cue-expansion folder:
+
+```text
+/media/unraid/davinci/Qwen_edit_lora/POV/dataset_v2/1.original/blowjob_top_view_1024
+```
+
+Folder state:
+
+- canonical folder: 17 PNG images
+- supplemental raw folder: 27 PNG images
+- all images are `1024x1024`
+- raw-pool contact sheet created for review at `/tmp/blowjob_top_view_1024_contact.jpg`
+
+Reference-pool report command:
+
+```bash
+python tools/krea2_atlas_refine_manifest.py --print-reference-pool-report --variant-key pov_blowjob_top_down_vertical_shaft --reference-pool-folder 1.original/blowjob_top_view_1024
+```
+
+Cue-review sheet command:
+
+```bash
+python tools/krea2_atlas_refine_manifest.py --print-reference-cue-review-sheet --variant-key pov_blowjob_top_down_vertical_shaft --reference-pool-folder 1.original/blowjob_top_view_1024
+```
+
+The cue-review sheet currently creates 27 blank review items: 17 canonical
+curated references, all matched to raw counterparts by image id, plus 10
+raw-only supplemental extras. Canonical rows include a
+`reference_images_template`; raw-only rows leave that template empty until a
+human review decides whether the extra frame is only cue-mining evidence or
+deserves promotion into the curated catalog.
+
+Filled cue-review sheet to sidecar-candidate draft command:
+
+```bash
+python tools/krea2_atlas_refine_manifest.py --print-reference-cue-candidate-draft --reference-cue-review-sheet-json /tmp/sxcp-reference-cue-review-filled.json
+```
+
+The candidate draft emits copyable `prompt_variant` objects only for reviewed
+canonical rows with positive cues and a filled prompt-variant id. It skips
+raw-only extras, noisy option/meta/negative cue wording, blank rows, and
+duplicate ids so the raw pool cannot silently become promoted generator truth.
+
+Candidate draft to same-stem sidecar authoring draft:
+
+```bash
+python tools/krea2_atlas_refine_manifest.py --folder /media/unraid/comfyui/output/CodexMCP-Atlas-Refine --subject-id atlas_refine_same_woman_001 --print-reference-cue-sidecar-author-draft --reference-cue-candidate-draft-json /tmp/sxcp-reference-cue-candidate-draft.json --variant-key pov_blowjob_top_down_vertical_shaft
+```
+
+Validate and apply only after confirming the target baseline deck is the one to
+test:
+
+```bash
+python tools/krea2_atlas_refine_manifest.py --validate-reference-cue-sidecar-author-draft --reference-cue-sidecar-author-draft-json /tmp/sxcp-reference-cue-sidecar-author-draft.json
+python tools/krea2_atlas_refine_manifest.py --apply-reference-cue-sidecar-author-draft --reference-cue-sidecar-author-draft-json /tmp/sxcp-reference-cue-sidecar-author-draft.json --folder /media/unraid/comfyui/output/CodexMCP-Atlas-Refine
+```
+
+Apply writes unscored sidecar prompt variants and checks the source prompt hash.
+The next required action is fixed-seed MCP rendering and scoring, not catalog
+promotion.
+
+## Why This Pool Matters
+
+The canonical folder is the preferred source for curated atlas references. The
+supplemental raw folder shows the same pose family with more images, so it can
+drive cue expansion when repeated visual axes are visible across references. It
+should not be treated as proof that our current generated prompt can preserve
+the same subject, coworking workspace, clothing ownership, or anatomy behavior.
+
+Use this pool upstream of sidecar authoring:
+
+1. Pick the nearest atlas cluster for the target variant, preferring the
+   canonical `blowjob_top_view/` path when the frame exists there.
+2. Extract positive cue axes from repeated visual evidence.
+3. Write small `append_cues` against the current generated baseline and store
+   the nearest atlas targets in `reference_images`.
+4. Test with fixed sampler seeds through the MCP batch path.
+5. Score generated results against the nearest atlas cluster and the current
+   same-subject/workspace baseline before promotion.
+6. Keep raw-only extras in the cue-review sheet until repeated generated
+   evidence proves the cue belongs in a sidecar or catalog entry.
+7. Convert only reviewed canonical rows to candidate sidecar snippets; then
+   render and score them before seed selection.
+8. Use the sidecar authoring draft to attach reviewed candidates to a baseline
+   deck with prompt-hash drift protection.
+
+## Observed Cue Axes
+
+- `camera_pitch`: straight-down vertical, high oblique top-down, and tilted
+  top-down variants all appear in the pool.
+- `support_plane`: white lounge/chair surfaces, pale floor, carpet/rug, bed or
+  blanket surfaces, wood floor, tile floor, and outdoor ground appear as visible
+  plane anchors.
+- `viewer_foreground_amount`: some refs use only a lower torso edge, while
+  others show more thighs, feet, waistband, or abdomen mass.
+- `partner_upper_body_stack`: the strongest top-view refs place face, eyes or
+  eyelids, hair crown, shoulders, upper chest or neckline, and hand contact as
+  the main partner stack.
+- `hand_placement`: one hand at the base, both hands supporting the base, hands
+  on floor/support, and hands on the viewer/body edge appear as alternate frame
+  cues.
+- `eye_direction`: direct eye contact, eyelids lowered, and open-mouth/gaze-up
+  variants appear as expression axes.
+- `clothing_anchor`: fitted tops, straps, shirts, or visible necklines can help
+  anchor upper-body geometry when the crop supports them.
+- `floor_furniture_evidence`: cropped support edges, floor seams, rugs, chair or
+  furniture edges, and outdoor objects can carry scene identity without forcing
+  deep room perspective.
+
+## Current Top-View Rule From This Pool
+
+For coworking prompt tests, translate workspace context into floor/support-plane
+evidence and keep the shaft/contact line as the first pose anchor. The
+user-highlighted atlas-22-style direction is:
+
+```text
+Straight-down male POV oral close-up. The centered shaft and mouth contact form
+the main vertical axis from the lower foreground to the woman's face. The
+woman's face, eyelids, hair crown, shoulders, upper chest, neckline, and one
+hand stack around the shaft-contact axis. Viewer thighs and feet frame the
+lower side edges. Tucked knees remain small side shapes on the floor. The
+background reads as a flat pale floor and one cropped white lounge chair
+surface, with shallow top-down room depth.
+```
+
+Manual same-seed calibration on 2026-07-01 confirms the anchor order. The
+sidecars for `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00135_.png`
+through `/media/unraid/comfyui/output/sxcp_accumulator/bwave_2/img_00139_.png`
+performed best when the prompt started with straight-down POV, then the shaft,
+then the partner stack directly below the shaft, then mouth contact, and ended
+with a sparse flat-floor background. Treat abdomen and room-depth cues as
+secondary evidence; they should follow the shaft-contact axis instead of
+leading the composition.
+
+Because this finding depends on word order and removes the deep coworking-room
+tail, test it as exact replacement text instead of appended cues. The validated
+dry-run batch is:
+
+```text
+/tmp/sxcp_top_view_oral_shaft_anchor_exact_batch.json
+```
+
+It keeps the original baseline probe plus two exact-text candidates:
+
+- `atlas22_shaft_contact_upper_stack_floor_plane`
+- `atlas27_shaft_axis_between_feet_floor_anchors`
+
+For clothed variants, keep clothing subject-owned:
+
+```text
+The woman wears a fitted white ribbed tank top; the tank-top neckline and
+shoulders remain visible from above.
+```
+
+## Promotion Guard
+
+Do not copy all 27 supplemental references into the live catalog variant. Keep
+the catalog reference list curated, then use the raw pool to choose cue axes and
+nearest visual targets. A generated candidate still needs fixed-seed image
+evidence and visual scores for pose ownership, workspace continuity, clothing
+visibility, subject identity, expression/eye control, anatomy/proportion, and
+prompt noise before it can become seedable. Sidecar cue variants should carry
+nearest visual targets like:
+
+```json
+{
+  "id": "shaft_contact_upper_stack_floor_support",
+  "text": "A same-subject straight-down male POV oral close-up. The centered shaft and mouth contact form the main vertical axis from the lower foreground to the woman's face. The woman's face, eyelids, hair crown, shoulders, upper chest, neckline, and one hand stack around the shaft-contact axis. The background reads as a flat pale floor plane with shallow overhead room depth.",
+  "reference_images": [
+    "blowjob_top_view/22_blowjob_top_view.png"
+  ]
+}
+```

ab_batches/footjob_frontal_sole_stroke_microposition_seed_238365845574312_batch.json

@@ -0,0 +1,105 @@
+{
+  "seed": 238365845574312,
+  "channel_out": "sxcp_eval_out",
+  "channel_in": "sxcp_eval_in",
+  "subject_id": "atlas_refine_same_woman_001",
+  "variant_key": "pov_footjob_frontal_sole_stroke",
+  "source_entry_id": "pov_footjob_frontal_sole_stroke_00001",
+  "source_stem": "pov_footjob_frontal_sole_stroke_00001_",
+  "selection": {
+    "purpose": "controlled same-pose micro-position cue exploration for seedable atlas alternatives",
+    "sampler_seed_role": "fixed sampler seed for first-pass micro-position comparison"
+  },
+  "probes": [
+    {
+      "id": "baseline_ref_folder",
+      "prompt_order": "subject_first",
+      "cue_axes": ["baseline", "folder_reference"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two large overlapping soles dominate the lower center foreground. inner arches press inward from both sides around the upright large penis. toes curl around both edges. narrow visible strip of large penis and glans rises between the compressed feet. woman's face and torso stay visible behind the large foreground feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "soles_closer_to_lens",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_distance", "foreground_scale", "sole_dominance"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two large soles push closer to the lens and dominate the lower center foreground. inner arches press inward around the upright large penis. toes curl around both sides near the glans. a narrow centered strip of large penis rises between the compressed feet. woman's face and torso remain visible behind the enlarged foreground soles. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "soles_lower_more_column_visible",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_distance", "contact_visibility", "column_visibility"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. both soles press lower on the shaft and leave more of the upright large penis visible above the feet. inner arches squeeze inward at the middle. toes curl around the sides below the glans. woman's face and torso stay visible behind the paired feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "toes_wrap_over_tip",
+      "prompt_order": "subject_first",
+      "cue_axes": ["toe_position", "glans_contact", "micro_contact"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two foreground soles press together around the upright large penis. her toes curl over the top edges near the glans. inner arches squeeze the shaft from both sides. the glans peeks between the curled toes and compressed soles. woman's face and torso stay visible behind the large feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "left_sole_forward_right_sole_back",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_asymmetry", "same_pose_frame", "depth_variation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. her left sole sits slightly closer to the lens while her right sole sits a little farther back. the paired arches still squeeze around the upright large penis. toes curl along both edges. a centered strip of large penis remains visible between the offset feet. woman's face and torso stay visible behind the asymmetrical foreground soles. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "right_sole_forward_left_sole_back",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_asymmetry", "same_pose_frame", "depth_variation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. her right sole sits slightly closer to the lens while her left sole sits a little farther back. the paired arches squeeze around the upright large penis. toes curl along both edges. a centered strip of large penis remains visible between the offset feet. woman's face and torso stay visible behind the asymmetrical foreground soles. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "v_angle_arch_press",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_angle", "arch_pressure", "contact_shape"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. her soles form a tight V shape around the upright large penis. inner arches press inward at the center and the toes angle outward along the top edges. a narrow vertical strip of large penis and glans rises between the angled soles. woman's face and torso stay visible behind the foot frame. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "flat_parallel_soles",
+      "prompt_order": "subject_first",
+      "cue_axes": ["foot_angle", "parallel_contact", "controlled_variant"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. both soles face the camera almost flat and parallel. the upright large penis is centered between the parallel soles. inner arches press evenly inward from left and right. toes curl around the upper edges while her face and torso stay visible behind the large foreground feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "ankles_wide_soles_squeeze_center",
+      "prompt_order": "subject_first",
+      "cue_axes": ["ankle_position", "leg_spread", "center_squeeze"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. her ankles stay wide apart while the soles angle inward to squeeze the upright large penis at the center. toes curl around both sides. the compressed feet frame a narrow visible strip of shaft and glans. woman's face, torso, and spread thighs stay visible behind the large foot foreground. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "knees_higher_foot_frame",
+      "prompt_order": "subject_first",
+      "cue_axes": ["knee_position", "foot_frame_height", "body_position"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with knees lifted higher beside her torso. the raised knees frame the large foreground soles. her soles press together around the upright large penis at the center. toes curl around the sides near the glans. woman's face and torso stay visible above the higher knee frame. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "woman_looking_at_viewer",
+      "prompt_order": "subject_first",
+      "cue_axes": ["gaze_control", "facial_expression", "pose_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two large overlapping soles dominate the lower center foreground. inner arches press inward from both sides around the upright large penis. toes curl around both edges. narrow visible strip of large penis and glans rises between the compressed feet. woman's face and torso stay visible behind the large feet, her dark almond eyes looking toward the viewer with a focused soft expression. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "woman_looking_down_at_feet",
+      "prompt_order": "subject_first",
+      "cue_axes": ["gaze_control", "facial_expression", "pose_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two large overlapping soles dominate the lower center foreground. inner arches press inward from both sides around the upright large penis. toes curl around both edges. narrow visible strip of large penis and glans rises between the compressed feet. woman's face and torso stay visible behind the large feet, her dark eyes looking down at her own feet with a calm focused expression. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "woman_white_tank_top_visible",
+      "prompt_order": "subject_first",
+      "cue_axes": ["owned_clothing", "clothing_visibility", "pose_preservation"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. The woman wears a fitted white ribbed tank top visible behind the raised soles. POV footjob position. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. two large overlapping soles dominate the lower center foreground. inner arches press inward from both sides around the upright large penis. toes curl around both edges. narrow visible strip of large penis and glans rises between the compressed feet. woman's face, tank top, and torso stay visible behind the large foreground feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "seat_edge_lounge_support",
+      "prompt_order": "subject_first",
+      "cue_axes": ["workspace_interaction", "support_surface", "scene_continuity"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position on a coworking lounge seat. viewer reclines with thighs framing the lower foreground. woman sits opposite on the seat edge facing him with legs open toward the camera. the cushion edge appears below her hips while desk rows, laptop tables, chair wheels, and glass partitions stay in the background. two large overlapping soles dominate the lower center foreground. inner arches squeeze around the upright large penis and toes curl around both edges. woman's face and torso stay visible behind the raised feet. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    },
+    {
+      "id": "low_table_side_anchor",
+      "prompt_order": "subject_first",
+      "cue_axes": ["workspace_interaction", "side_anchor", "scene_continuity"],
+      "text": "A 23-year-old adult woman, slim busty figure with full, sculpted hips and a small waist, light Korean East Asian-European mixed skin, soft black bob, dark almond eyes. POV footjob position beside a low coworking table. viewer reclines with thighs framing the lower foreground. woman sits opposite facing him with legs open toward the camera. a low laptop table and chair wheels sit along the side of the frame while the action stays centered. two large overlapping soles dominate the lower center foreground. inner arches squeeze around the upright large penis. toes curl around both edges and a narrow visible strip of shaft and glans rises between the feet. woman's face and torso stay visible behind the foreground soles. Camera is the male participant's first-person view in one continuous frame, with foreground body cues anchoring the lower frame. Set in coworking lounge with tall windows, warm desks, laptop tables, glass partition seams, repeated desk rows, plants, and soft shared-office depth."
+    }
+  ]
+}

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.

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 |

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",
+  "available_folder_count": 53,
+  "selected_count": 53,
+  "folders": [
+    {
+      "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,
+      "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": ""
+      },
+      "image_count": 168,
+      "selected_reference_count": 49,
+      "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": ""
+      },
+      "image_count": 129,
+      "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": {
+        "exact_source_folder": "anal random",
+        "canonical_folder": "anal random",
+        "canonical_key": "anal_random",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 99,
+      "selected_reference_count": 26,
+      "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",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 88,
+      "selected_reference_count": 15,
+      "remaining_image_count": 73,
+      "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": {
+        "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,
+      "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,
+      "remaining_image_count": 61,
+      "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": "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,
+      "selected_reference_count": 15,
+      "remaining_image_count": 54,
+      "covered_by_variants": true,
+      "camera_view": "back_three_quarter",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 16,
+      "remaining_image_count": 54,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 10,
+      "remaining_image_count": 53,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "manual_or_toy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 3,
+      "remaining_image_count": 33,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "standing_penetration",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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": ""
+      },
+      "image_count": 47,
+      "selected_reference_count": 17,
+      "remaining_image_count": 30,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 20,
+      "remaining_image_count": 29,
+      "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": "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,
+      "selected_reference_count": 15,
+      "remaining_image_count": 28,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "breast_contact",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 15,
+      "remaining_image_count": 20,
+      "covered_by_variants": true,
+      "camera_view": "back_three_quarter",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 15,
+      "remaining_image_count": 19,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "cowgirl",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "blowjob - sitting - side view",
+      "folder_alias": {
+        "exact_source_folder": "blowjob - sitting - side view",
+        "canonical_folder": "blowjob - sitting - side view",
+        "canonical_key": "blowjob_sitting_side_view",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 17,
+      "selected_reference_count": 3,
+      "remaining_image_count": 14,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "blowjob",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "cowgirl full man body - front view",
+      "folder_alias": {
+        "exact_source_folder": "cowgirl full man body - front view",
+        "canonical_folder": "cowgirl full man body - front view",
+        "canonical_key": "cowgirl_full_man_body_front_view",
+        "alias_applied": false,
+        "alias_reason": ""
+      },
+      "image_count": 17,
+      "selected_reference_count": 3,
+      "remaining_image_count": 14,
+      "covered_by_variants": true,
+      "camera_view": "front_view",
+      "action_family": "cowgirl",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "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,
+      "selected_reference_count": 15,
+      "remaining_image_count": 13,
+      "covered_by_variants": true,
+      "camera_view": "front_view",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "fuck from behind - side view",
+      "folder_alias": {
+        "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": ""
+      },
+      "image_count": 16,
+      "selected_reference_count": 3,
+      "remaining_image_count": 13,
+      "covered_by_variants": true,
+      "camera_view": "side_view",
+      "action_family": "doggy",
+      "catalog_status": "camera_reference",
+      "suggested_action": "mine_remaining_reference_images"
+    },
+    {
+      "folder": "pussy licking - side view",
+      "folder_alias": {
+        "exact_source_folder": "pussy licking - side view",
+        "canonical_folder": "pussy licking - side view",
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+      "folder": "doggy - front view ",
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+  ]
+}

ab_batches/normal_camera/review/69_contact_sheet.html

@@ -0,0 +1,77 @@
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+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: 69</title>
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+</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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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">
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+<figure data-review-bucket="unassigned" data-review-decision="residual_unassigned" data-selected-variant="" data-reference-image="anal random/338.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/338.jpg" alt="anal random/338.jpg">
+<figcaption><strong>071</strong> anal random/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="anal random/347.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347.jpg" alt="anal random/347.jpg">
+<figcaption><strong>072</strong> anal random/347.jpg<span 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/347_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_2.jpg" alt="anal random/347_2.jpg">
+<figcaption><strong>073</strong> anal random/347_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/347_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_3.jpg" alt="anal random/347_3.jpg">
+<figcaption><strong>074</strong> anal random/347_3.jpg<span class="bucket-slot">bucket: front_view / normal_anal_random_front_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/347_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_4.jpg" alt="anal random/347_4.jpg">
+<figcaption><strong>075</strong> anal random/347_4.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/347_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_5.jpg" alt="anal random/347_5.jpg">
+<figcaption><strong>076</strong> anal random/347_5.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/347_6.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_6.jpg" alt="anal random/347_6.jpg">
+<figcaption><strong>077</strong> anal random/347_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/347_7.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_7.jpg" alt="anal random/347_7.jpg">
+<figcaption><strong>078</strong> anal random/347_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/347_8.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_8.jpg" alt="anal random/347_8.jpg">
+<figcaption><strong>079</strong> anal random/347_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/347_9.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_9.jpg" alt="anal random/347_9.jpg">
+<figcaption><strong>080</strong> anal random/347_9.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="front_view" data-review-decision="selected_reference" data-selected-variant="normal_anal_random_front_view" data-reference-image="anal random/347_10.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_10.jpg" alt="anal random/347_10.jpg">
+<figcaption><strong>081</strong> anal random/347_10.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/347_11.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/347_11.jpg" alt="anal random/347_11.jpg">
+<figcaption><strong>082</strong> anal random/347_11.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/366.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/366.jpg" alt="anal random/366.jpg">
+<figcaption><strong>083</strong> anal random/366.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/366_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/366_2.jpg" alt="anal random/366_2.jpg">
+<figcaption><strong>084</strong> anal random/366_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/366_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/366_3.jpg" alt="anal random/366_3.jpg">
+<figcaption><strong>085</strong> anal random/366_3.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/366_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/366_4.jpg" alt="anal random/366_4.jpg">
+<figcaption><strong>086</strong> anal random/366_4.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/366_5.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/366_5.jpg" alt="anal random/366_5.jpg">
+<figcaption><strong>087</strong> anal random/366_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/367.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/367.jpg" alt="anal random/367.jpg">
+<figcaption><strong>088</strong> anal random/367.jpg<span 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/367_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/367_2.jpg" alt="anal random/367_2.jpg">
+<figcaption><strong>089</strong> anal random/367_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/367_3.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/367_3.jpg" alt="anal random/367_3.jpg">
+<figcaption><strong>090</strong> anal random/367_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/367_4.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/367_4.jpg" alt="anal random/367_4.jpg">
+<figcaption><strong>091</strong> anal random/367_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/562.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/562.jpg" alt="anal random/562.jpg">
+<figcaption><strong>092</strong> anal random/562.jpg<span 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/569.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/569.jpg" alt="anal random/569.jpg">
+<figcaption><strong>093</strong> anal random/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="anal random/569_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/569_2.jpg" alt="anal random/569_2.jpg">
+<figcaption><strong>094</strong> anal random/569_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/589.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/589.jpg" alt="anal random/589.jpg">
+<figcaption><strong>095</strong> anal random/589.jpg<span 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_2.jpg">
+<img src="file:///media/unraid/davinci/Qwen_edit_lora/pornpic/sorted/anal%20random/589_2.jpg" alt="anal random/589_2.jpg">
+<figcaption><strong>096</strong> anal random/589_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/589_3.jpg">
+<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>

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+  },
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+      "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": [
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+      "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
+    },
+    {
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+      "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.",
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+    },
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+      "variant_key": "normal_blowjob_laying_front_view",
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+      "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.",
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+    },
+    {
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+      "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
+    },
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+      "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.",
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+    },
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+      "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.",
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+    },
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+      "review_decision": "residual_unassigned",
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+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
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+      "review_decision": "selected_reference",
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+      "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
+    },
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+      "reference_image": "blowjob - laying - front view/90.jpg",
+      "review_decision": "residual_unassigned",
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+      "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.",
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+    },
+    {
+      "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.",
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+    },
+    {
+      "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"
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+      "reference_image": "blowjob - laying - front view/133.jpg",
+      "review_decision": "residual_unassigned",
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+      "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.",
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+      "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
+    },
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+      "reference_image": "blowjob - laying - front view/283.jpg",
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+      "reference_image": "blowjob - laying - front view/319.jpg",
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+      "reference_image": "blowjob - laying - front view/507.jpg",
+      "review_decision": "residual_unassigned",
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+      "review_notes": "",
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+      "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",
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+      "review_notes": "",
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+      "reference_image": "blowjob - laying - front view/618.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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+      "html_anchor": "page-01",
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+      "end_index": 26,
+      "image_count": 26,
+      "images": [
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+          "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": ""
+        }
+      ]
+    }
+  ]
+}

ab_batches/normal_camera/review/boobjob_contact_sheet.html

@@ -0,0 +1,113 @@
+<!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>

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",
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+      "review_bucket": "front_view",
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+      "review_decision": "selected_reference",
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+      "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.",
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+      "index": 5
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+      "index": 9
+    },
+    {
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+      "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
+    },
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+      "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",
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+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
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+      "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.",
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+    },
+    {
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+      "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
+    },
+    {
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+      "index": 18
+    },
+    {
+      "reference_image": "boobjob/618.jpg",
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+      "review_bucket": "front_view",
+      "variant_key": "normal_boobjob_front_close_view",
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+      "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",
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+      "end_index": 19,
+      "image_count": 19,
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+          "review_bucket": "front_view",
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+          "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."
+        },
+        {
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+          "reference_image": "boobjob/0018.jpg",
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+          "reference_image": "boobjob/91.jpg",
+          "review_bucket": "reject_or_unclear",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_boobjob_front_close_mixed_camera_folder_pool",
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+        },
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+          "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."
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+          "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,
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+          "review_decision": "residual_unassigned",
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+          "review_bucket": "front_view",
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+          "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."
+        },
+        {
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+          "reference_image": "boobjob/225.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
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+          "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."
+        },
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+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
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+          "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."
+        },
+        {
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+          "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."
+        }
+      ]
+    }
+  ]
+}

ab_batches/normal_camera/review/breast_sucking_side_view_contact_sheet.html

@@ -0,0 +1,212 @@
+<!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>

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": [
+    {
+      "reference_image": "breast sucking - side view/0003.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": 1
+    },
+    {
+      "reference_image": "breast sucking - side view/0005.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": 2
+    },
+    {
+      "reference_image": "breast sucking - side view/0007.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": 3
+    },
+    {
+      "index": 4,
+      "reference_image": "breast sucking - 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"
+    },
+    {
+      "reference_image": "breast sucking - side view/0009.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": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "breast sucking - side view/0010.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"
+    },
+    {
+      "reference_image": "breast sucking - side view/0010_2.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": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "breast sucking - side view/0012.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": "breast sucking - side 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": 10,
+      "reference_image": "breast sucking - side 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"
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+          "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": 31,
+          "reference_image": "breast sucking - side view/278.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "breast sucking - side view/307.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "breast sucking - side view/353.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "breast sucking - side view/356.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_breast_sucking_side_view",
+          "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": 35,
+          "reference_image": "breast sucking - side view/357.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 36,
+          "reference_image": "breast sucking - side view/370.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 37,
+          "reference_image": "breast sucking - side view/501.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 38,
+          "reference_image": "breast sucking - side view/503.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 39,
+          "reference_image": "breast sucking - side view/511.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 40,
+          "reference_image": "breast sucking - side view/539.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    },
+    {
+      "page": 2,
+      "html_anchor": "page-02",
+      "start_index": 41,
+      "end_index": 43,
+      "image_count": 3,
+      "images": [
+        {
+          "index": 41,
+          "reference_image": "breast sucking - side view/567.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 42,
+          "reference_image": "breast sucking - side view/568.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 43,
+          "reference_image": "breast sucking - side view/610.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}

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>

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": ""
+        }
+      ]
+    }
+  ]
+}

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>
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+<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>
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+<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">
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+<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">
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+</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">
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+</figure>
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+<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>

ab_batches/normal_camera/review/couple_kissing_contact_sheet.html

@@ -0,0 +1,395 @@
+<!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>
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+<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">
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+<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>
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+</body>
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ab_batches/normal_camera/review/cowgirl_back_view_3_4_angle_contact_sheet.html

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+<html lang="en">
+<head>
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+<title>Normal Camera Review Contact Sheet: cowgirl - back view - 3-4 angle</title>
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+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}
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+figcaption{font-size:12px;line-height:1.35;padding:6px;word-break:break-word}
+.bucket-slot{display:block;margin-top:4px;color:#6b7280}
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+<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>

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>

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": {
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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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+        "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"
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+    }
+  ],
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+          "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": ""
+        },
+        {
+          "index": 23,
+          "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": ""
+        },
+        {
+          "index": 31,
+          "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": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "cowgirl - side view/606.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}

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>

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",
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+          "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."
+        }
+      ]
+    }
+  ]
+}

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>

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.",
+      "index": 24
+    },
+    {
+      "index": 25,
+      "reference_image": "doggy - back view - 3-4 angle/324.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": "doggy - back view - 3-4 angle/499.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": "doggy - back view - 3-4 angle/503.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": "doggy - back view - 3-4 angle/516.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 - back view - 3-4 angle/532.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": 30,
+      "reference_image": "doggy - back view - 3-4 angle/547.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": 31,
+      "reference_image": "doggy - back view - 3-4 angle/552.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": 32,
+      "reference_image": "doggy - back view - 3-4 angle/566.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": 33,
+      "reference_image": "doggy - back view - 3-4 angle/566_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": 34,
+      "reference_image": "doggy - back view - 3-4 angle/597.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": "doggy - back view - 3-4 angle/617.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": 35,
+      "image_count": 35,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "doggy - back view - 3-4 angle/0002.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 2,
+          "reference_image": "doggy - back view - 3-4 angle/0002_2.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 3,
+          "reference_image": "doggy - back view - 3-4 angle/5.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 4,
+          "reference_image": "doggy - back view - 3-4 angle/0005.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 5,
+          "reference_image": "doggy - back view - 3-4 angle/0008.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 6,
+          "reference_image": "doggy - back view - 3-4 angle/0008_2.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 7,
+          "reference_image": "doggy - back view - 3-4 angle/0012.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 8,
+          "reference_image": "doggy - back view - 3-4 angle/0013.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 9,
+          "reference_image": "doggy - back view - 3-4 angle/14.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "doggy - back view - 3-4 angle/0014.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "doggy - back view - 3-4 angle/0015.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 12,
+          "reference_image": "doggy - back view - 3-4 angle/0017.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 13,
+          "reference_image": "doggy - back view - 3-4 angle/0021.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 14,
+          "reference_image": "doggy - back view - 3-4 angle/27.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "doggy - back view - 3-4 angle/39.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 16,
+          "reference_image": "doggy - back view - 3-4 angle/41.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 17,
+          "reference_image": "doggy - back view - 3-4 angle/77.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 18,
+          "reference_image": "doggy - back view - 3-4 angle/132.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 19,
+          "reference_image": "doggy - back view - 3-4 angle/137.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "doggy - back view - 3-4 angle/145.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 21,
+          "reference_image": "doggy - back view - 3-4 angle/161.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "doggy - back view - 3-4 angle/183.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 23,
+          "reference_image": "doggy - back view - 3-4 angle/185.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 24,
+          "reference_image": "doggy - back view - 3-4 angle/227.jpg",
+          "review_bucket": "back_three_quarter",
+          "review_decision": "selected_reference",
+          "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."
+        },
+        {
+          "index": 25,
+          "reference_image": "doggy - back view - 3-4 angle/324.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "doggy - back view - 3-4 angle/499.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 27,
+          "reference_image": "doggy - back view - 3-4 angle/503.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 28,
+          "reference_image": "doggy - back view - 3-4 angle/516.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 29,
+          "reference_image": "doggy - back view - 3-4 angle/532.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "doggy - back view - 3-4 angle/547.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 31,
+          "reference_image": "doggy - back view - 3-4 angle/552.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "doggy - back view - 3-4 angle/566.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "doggy - back view - 3-4 angle/566_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "doggy - back view - 3-4 angle/597.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 35,
+          "reference_image": "doggy - back view - 3-4 angle/617.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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}
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+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>

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>

ab_batches/normal_camera/review/doggy_press_back_side_contact_sheet.html

@@ -0,0 +1,41 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Normal Camera Review Contact Sheet: doggy press - back side</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 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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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>

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."
+        }
+      ]
+    }
+  ]
+}

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

ab_batches/normal_camera/review/fuck_from_behind_standing_woman_backside_side_view_review_manifest.json

@@ -0,0 +1,923 @@
+{
+  "schema": "sxcp_normal_camera_review_manifest_v1",
+  "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": ""
+  },
+  "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": {
+    "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_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",
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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."
+        },
+        {
+          "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": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "fuck from behind standing - woman backside - side view/172.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 12,
+          "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."
+        }
+      ]
+    }
+  ]
+}

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>

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",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
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+      "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": "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"
+    },
+    {
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+      "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
+    },
+    {
+      "index": 9,
+      "reference_image": "fuck from front standing - side view/163.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": "fuck from front standing - side view/163_2.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": "fuck from front standing - side view/170.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": "fuck from front standing - side view/172.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": "fuck from front standing - side view/174.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": "fuck from front standing - side view/180.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": "fuck from front standing - side view/183.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": "fuck from front standing - side view/186.jpg",
+      "review_decision": "residual_unassigned",
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+      "selection_date": null,
+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 17,
+      "reference_image": "fuck from front standing - side view/192.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": "fuck from front standing - side view/207.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": "fuck from front standing - side view/230.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": "fuck from front standing - side view/252.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": 20
+    },
+    {
+      "index": 21,
+      "reference_image": "fuck from front standing - side view/267.jpg",
+      "review_decision": "residual_unassigned",
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+      "review_notes": "",
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+    },
+    {
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+      "reference_image": "fuck from front standing - side view/295.jpg",
+      "review_decision": "residual_unassigned",
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+    },
+    {
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+      "reference_image": "fuck from front standing - side view/295_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": "fuck from front standing - side view/296.jpg",
+      "review_decision": "residual_unassigned",
+      "review_bucket": "unassigned",
+      "variant_key": null,
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+      "review_notes": "",
+      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
+    },
+    {
+      "index": 25,
+      "reference_image": "fuck from front standing - side view/296_2.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": "fuck from front standing - side view/298.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": "fuck from front standing - side view/307.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": "fuck from front standing - side view/320.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": "fuck from front standing - side view/340.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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+    {
+      "index": 30,
+      "reference_image": "fuck from front standing - side view/343.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": "fuck from front standing - side view/343_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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+    {
+      "index": 32,
+      "reference_image": "fuck from front standing - side view/345.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": 33,
+      "reference_image": "fuck from front standing - side view/345_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": 34,
+      "reference_image": "fuck from front standing - side view/549.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": "fuck from front standing - side view/549_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": 36,
+      "reference_image": "fuck from front standing - side view/561.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": 36,
+      "image_count": 36,
+      "images": [
+        {
+          "index": 1,
+          "reference_image": "fuck from front standing - side view/0001.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_standing_from_front_side_view",
+          "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": 2,
+          "reference_image": "fuck from front standing - side view/0008.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
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+          "reference_image": "fuck from front standing - side view/0009.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 4,
+          "reference_image": "fuck from front standing - side view/16.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 5,
+          "reference_image": "fuck from front standing - side view/19.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 6,
+          "reference_image": "fuck from front standing - side view/23.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 7,
+          "reference_image": "fuck from front standing - side view/23_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 8,
+          "reference_image": "fuck from front standing - side view/73.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_standing_from_front_side_view",
+          "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": 9,
+          "reference_image": "fuck from front standing - side view/163.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 10,
+          "reference_image": "fuck from front standing - side view/163_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 11,
+          "reference_image": "fuck from front standing - side view/170.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 12,
+          "reference_image": "fuck from front standing - side view/172.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 13,
+          "reference_image": "fuck from front standing - side view/174.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 14,
+          "reference_image": "fuck from front standing - side view/180.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 15,
+          "reference_image": "fuck from front standing - side view/183.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 16,
+          "reference_image": "fuck from front standing - side view/186.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 17,
+          "reference_image": "fuck from front standing - side view/192.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 18,
+          "reference_image": "fuck from front standing - side view/207.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 19,
+          "reference_image": "fuck from front standing - side view/230.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 20,
+          "reference_image": "fuck from front standing - side view/252.jpg",
+          "review_bucket": "side_view",
+          "review_decision": "selected_reference",
+          "variant_key": "normal_standing_from_front_side_view",
+          "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": 21,
+          "reference_image": "fuck from front standing - side view/267.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 22,
+          "reference_image": "fuck from front standing - side view/295.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 23,
+          "reference_image": "fuck from front standing - side view/295_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 24,
+          "reference_image": "fuck from front standing - side view/296.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 25,
+          "reference_image": "fuck from front standing - side view/296_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 26,
+          "reference_image": "fuck from front standing - side view/298.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 27,
+          "reference_image": "fuck from front standing - side view/307.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 28,
+          "reference_image": "fuck from front standing - side view/320.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 29,
+          "reference_image": "fuck from front standing - side view/340.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 30,
+          "reference_image": "fuck from front standing - side view/343.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 31,
+          "reference_image": "fuck from front standing - side view/343_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 32,
+          "reference_image": "fuck from front standing - side view/345.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 33,
+          "reference_image": "fuck from front standing - side view/345_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 34,
+          "reference_image": "fuck from front standing - side view/549.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 35,
+          "reference_image": "fuck from front standing - side view/549_2.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        },
+        {
+          "index": 36,
+          "reference_image": "fuck from front standing - side view/561.jpg",
+          "review_bucket": "unassigned",
+          "review_decision": "residual_unassigned",
+          "variant_key": null,
+          "notes": ""
+        }
+      ]
+    }
+  ]
+}

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>

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."
+        }
+      ]
+    }
+  ]
+}

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>

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>

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) |

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>

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",
+        "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."
+    }
+  ],
+  "review_items": [
+    {
+      "reference_image": "penis worship/0001.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "reject_or_unclear",
+      "variant_key": "normal_penis_worship_foreground_close_reference_folder_pool",
+      "selection_date": "2026-06-29",
+      "review_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.",
+      "index": 1
+    },
+    {
+      "index": 2,
+      "reference_image": "penis worship/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"
+    },
+    {
+      "index": 3,
+      "reference_image": "penis worship/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": "penis worship/0002_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion.",
+      "index": 4
+    },
+    {
+      "reference_image": "penis worship/0003.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_penis_worship_side_view",
+      "selection_date": "2026-06-29",
+      "review_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": 5
+    },
+    {
+      "index": 6,
+      "reference_image": "penis worship/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": "penis worship/0004.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_penis_worship_side_view",
+      "selection_date": "2026-06-29",
+      "review_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": 7
+    },
+    {
+      "index": 8,
+      "reference_image": "penis worship/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": "penis worship/0004_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": "penis worship/0006.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_penis_worship_laying_partner_vertical_side_view",
+      "selection_date": "2026-06-29",
+      "review_notes": "Residual-pool review kept the existing laying-partner vertical side-view anchors unchanged. The remaining frames stay too mixed for promotion.",
+      "index": 10
+    },
+    {
+      "index": 11,
+      "reference_image": "penis worship/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": 12,
+      "reference_image": "penis worship/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": "penis worship/0008_2.jpg",
+      "review_decision": "selected_reference",
+      "review_bucket": "side_view",
+      "variant_key": "normal_penis_worship_side_view",
+      "selection_date": "2026-06-29",
+      "review_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": 13
+    },
+    {
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+          "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."
+        }
+      ]
+    }
+  ]
+}

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>

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": [
+    {
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+          "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."
+        }
+      ]
+    }
+  ]
+}