{
  "schema": "sxcp_normal_camera_review_manifest_v1",
  "no_generation": true,
  "atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
  "folder": "piledriver",
  "folder_alias": {
    "exact_source_folder": "piledriver",
    "canonical_folder": "piledriver",
    "canonical_key": "piledriver",
    "alias_applied": false,
    "alias_reason": ""
  },
  "image_count": 27,
  "action_family": "piledriver_or_pretzel",
  "source_camera_view": "mixed_or_unspecified",
  "source_catalog_status": "action_reference_only",
  "review_state": "contact_sheet_ready",
  "methodology": [
    "Treat this folder as a cue-expansion pool, not automatic prompt truth.",
    "Cluster only repeated non-POV camera/pose families.",
    "Draft positive-only visual prompt cues from selected atlas references.",
    "Keep weak, mixed, or one-off groups as needs_samples."
  ],
  "review_bucket_values": {
    "back_view": "Rear-facing normal-camera view where back/hips face camera.",
    "back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
    "side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
    "front_view": "Front-facing normal-camera view where the contact plane faces camera.",
    "front_three_quarter": "Front-offset normal-camera view.",
    "top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
    "reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
  },
  "selected_subvariants": [
    {
      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
      "review_bucket": "reject_or_unclear",
      "status": "needs_samples",
      "selection_date": "2026-06-29",
      "reference_images": [
        "piledriver/0001.jpg",
        "piledriver/0012_2.jpg",
        "piledriver/617.jpg"
      ],
      "evidence_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
    },
    {
      "variant_key": "normal_piledriver_high_front_down_view",
      "review_bucket": "top_or_low_special",
      "status": "pre_ab_candidate",
      "selection_date": "2026-07-02",
      "reference_images": [
        "piledriver/0002.jpg",
        "piledriver/0004_2.jpg",
        "piledriver/0005.jpg",
        "piledriver/0006_2.jpg",
        "piledriver/0009.jpg",
        "piledriver/0009_2.jpg",
        "piledriver/0012.jpg",
        "piledriver/0013.jpg",
        "piledriver/282.jpg",
        "piledriver/317.jpg",
        "piledriver/317_2.jpg",
        "piledriver/318.jpg",
        "piledriver/319.jpg",
        "piledriver/494_2.jpg",
        "piledriver/538.jpg"
      ],
      "evidence_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
    }
  ],
  "review_items": [
    {
      "reference_image": "piledriver/0001.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "reject_or_unclear",
      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
      "selection_date": "2026-06-29",
      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
      "index": 1
    },
    {
      "reference_image": "piledriver/0002.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 2
    },
    {
      "index": 3,
      "reference_image": "piledriver/0004.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/0004_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 4
    },
    {
      "reference_image": "piledriver/0005.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 5
    },
    {
      "index": 6,
      "reference_image": "piledriver/0006.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/0006_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 7
    },
    {
      "index": 8,
      "reference_image": "piledriver/0007.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "index": 9,
      "reference_image": "piledriver/0007_2.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/0009.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 10
    },
    {
      "reference_image": "piledriver/0009_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 11
    },
    {
      "index": 12,
      "reference_image": "piledriver/0011.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/0012.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 13
    },
    {
      "reference_image": "piledriver/0012_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "reject_or_unclear",
      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
      "selection_date": "2026-06-29",
      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
      "index": 14
    },
    {
      "reference_image": "piledriver/0013.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 15
    },
    {
      "index": 16,
      "reference_image": "piledriver/0021.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "index": 17,
      "reference_image": "piledriver/267.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/282.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 18
    },
    {
      "reference_image": "piledriver/317.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 19
    },
    {
      "reference_image": "piledriver/317_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 20
    },
    {
      "index": 21,
      "reference_image": "piledriver/317_3.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/318.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 22
    },
    {
      "reference_image": "piledriver/319.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 23
    },
    {
      "index": 24,
      "reference_image": "piledriver/494.jpg",
      "review_decision": "residual_unassigned",
      "review_bucket": "unassigned",
      "variant_key": null,
      "selection_date": null,
      "review_notes": "",
      "exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
    },
    {
      "reference_image": "piledriver/494_2.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 25
    },
    {
      "reference_image": "piledriver/538.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "top_or_low_special",
      "variant_key": "normal_piledriver_high_front_down_view",
      "selection_date": "2026-07-02",
      "review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
      "index": 26
    },
    {
      "reference_image": "piledriver/617.jpg",
      "review_decision": "selected_reference",
      "review_bucket": "reject_or_unclear",
      "variant_key": "normal_piledriver_mixed_camera_folder_pool",
      "selection_date": "2026-06-29",
      "review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
      "index": 27
    }
  ],
  "contact_sheet_pages": [
    {
      "page": 1,
      "html_anchor": "page-01",
      "start_index": 1,
      "end_index": 27,
      "image_count": 27,
      "images": [
        {
          "index": 1,
          "reference_image": "piledriver/0001.jpg",
          "review_bucket": "reject_or_unclear",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
        },
        {
          "index": 2,
          "reference_image": "piledriver/0002.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 3,
          "reference_image": "piledriver/0004.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 4,
          "reference_image": "piledriver/0004_2.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 5,
          "reference_image": "piledriver/0005.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 6,
          "reference_image": "piledriver/0006.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 7,
          "reference_image": "piledriver/0006_2.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 8,
          "reference_image": "piledriver/0007.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 9,
          "reference_image": "piledriver/0007_2.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 10,
          "reference_image": "piledriver/0009.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 11,
          "reference_image": "piledriver/0009_2.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 12,
          "reference_image": "piledriver/0011.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 13,
          "reference_image": "piledriver/0012.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 14,
          "reference_image": "piledriver/0012_2.jpg",
          "review_bucket": "reject_or_unclear",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
        },
        {
          "index": 15,
          "reference_image": "piledriver/0013.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 16,
          "reference_image": "piledriver/0021.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 17,
          "reference_image": "piledriver/267.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 18,
          "reference_image": "piledriver/282.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 19,
          "reference_image": "piledriver/317.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 20,
          "reference_image": "piledriver/317_2.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 21,
          "reference_image": "piledriver/317_3.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 22,
          "reference_image": "piledriver/318.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 23,
          "reference_image": "piledriver/319.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 24,
          "reference_image": "piledriver/494.jpg",
          "review_bucket": "unassigned",
          "review_decision": "residual_unassigned",
          "variant_key": null,
          "notes": ""
        },
        {
          "index": 25,
          "reference_image": "piledriver/494_2.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 26,
          "reference_image": "piledriver/538.jpg",
          "review_bucket": "top_or_low_special",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_high_front_down_view",
          "notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
        },
        {
          "index": 27,
          "reference_image": "piledriver/617.jpg",
          "review_bucket": "reject_or_unclear",
          "review_decision": "selected_reference",
          "variant_key": "normal_piledriver_mixed_camera_folder_pool",
          "notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
        }
      ]
    }
  ]
}