{
  "request_id": "learn_mr7l8tag_xv5rnim4",
  "service": "lotd-learner-runtime",
  "version": "2026-03-09",
  "data": {
    "generated_at": "2026-07-05T09:27:59.753Z",
    "source": "dailylesson-db-dev",
    "verifier": "deepface-vgg-face",
    "control_plane": {
      "mode": "persisted",
      "reference_profiles_total": 30
    },
    "artifacts": {
      "anchor_pack": "https://assets.lotdpbc.com/kelly/remediation/anchor-pack.json",
      "manual_review": "https://assets.lotdpbc.com/kelly/remediation/manual-review.json",
      "reference_profiles": "https://assets.lotdpbc.com/kelly/remediation/reference-profiles.json",
      "rebuild_queue": "https://assets.lotdpbc.com/kelly/remediation/rebuild-queue.json",
      "summary": "https://assets.lotdpbc.com/kelly/remediation/summary.json"
    },
    "snapshot": {
      "looks_total": 30,
      "match_total": 30,
      "suspicious_total": 0,
      "no_match_total": 0,
      "anchor_pack_total": 30,
      "manual_review_total": 0,
      "rebuild_queue_total": 0,
      "reference_profiles_total": 30
    },
    "reference_gap": {
      "detected": false,
      "note": "The latest DeepFace audit does not show a clear age-band transfer gap."
    },
    "age_groups": [
      {
        "age_group": "adult",
        "total": 10,
        "match_total": 10,
        "suspicious_total": 0,
        "no_match_total": 0,
        "match_rate": 1,
        "match_rate_percent": 100
      },
      {
        "age_group": "kid",
        "total": 10,
        "match_total": 10,
        "suspicious_total": 0,
        "no_match_total": 0,
        "match_rate": 1,
        "match_rate_percent": 100
      },
      {
        "age_group": "senior",
        "total": 10,
        "match_total": 10,
        "suspicious_total": 0,
        "no_match_total": 0,
        "match_rate": 1,
        "match_rate_percent": 100
      }
    ],
    "stable_anchors": [
      {
        "look": "adult-scientist",
        "age_group": "adult",
        "archetype": "scientist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 98.15,
        "min_distance": 0.012261,
        "closest_reference": "adult:scientist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:20:10",
        "reference_profile": "best-character-reference+adult-scientist-bridge",
        "frame_count": 5421,
        "source_videos": 28,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": true,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-scientist/base_frame.png?v=promoted-20260309T191954Z-02",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=scientist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=scientist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-macgyver",
        "age_group": "kid",
        "archetype": "macgyver",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 95.05,
        "min_distance": 0.032772,
        "closest_reference": "kid:macgyver:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:21:15",
        "reference_profile": "best-character-reference+kid-macgyver-bridge",
        "frame_count": 5075,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-macgyver/base_frame.png?v=promoted-20260309T192100Z-06",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=macgyver",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=macgyver",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-macgyver",
        "age_group": "adult",
        "archetype": "macgyver",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 94.11,
        "min_distance": 0.038999,
        "closest_reference": "adult:macgyver:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:19:54",
        "reference_profile": "best-character-reference+adult-macgyver-bridge",
        "frame_count": 5039,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-macgyver/base_frame.png?v=promoted-20260309T191939Z-01",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=macgyver",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=macgyver",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-rebel",
        "age_group": "senior",
        "archetype": "rebel",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 91.15,
        "min_distance": 0.058556,
        "closest_reference": "elder:rebel:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:21:46",
        "reference_profile": "best-character-reference+senior-rebel-bridge",
        "frame_count": 3996,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-rebel/base_frame.png?v=promoted-20260309T192130Z-08",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=rebel",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=rebel",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-strategist",
        "age_group": "adult",
        "archetype": "strategist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 86.09,
        "min_distance": 0.092031,
        "closest_reference": "adult:strategist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:23:25",
        "reference_profile": "best-character-reference+adult-strategist-bridge",
        "frame_count": 5576,
        "source_videos": 29,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-strategist/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=strategist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=strategist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-scientist",
        "age_group": "kid",
        "archetype": "scientist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 83.76,
        "min_distance": 0.107462,
        "closest_reference": "kid:scientist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:21:30",
        "reference_profile": "best-character-reference+kid-scientist-bridge",
        "frame_count": 5174,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": true,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-scientist/base_frame.png?v=promoted-20260309T192115Z-07",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=scientist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=scientist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-explorer",
        "age_group": "kid",
        "archetype": "explorer",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 83.74,
        "min_distance": 0.107592,
        "closest_reference": "kid:explorer:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:20:59",
        "reference_profile": "best-character-reference+kid-explorer-bridge",
        "frame_count": 5205,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-explorer/base_frame.png?v=promoted-20260309T192043Z-05",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=explorer",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=explorer",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-architect",
        "age_group": "adult",
        "archetype": "architect",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 81.92,
        "min_distance": 0.119631,
        "closest_reference": "adult:architect:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:21:41",
        "reference_profile": "best-character-reference+adult-architect-bridge",
        "frame_count": 4849,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-architect/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=architect",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=architect",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-survivor",
        "age_group": "senior",
        "archetype": "survivor",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 79.15,
        "min_distance": 0.137961,
        "closest_reference": "adult:survivor:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:28:24",
        "reference_profile": "best-character-reference+senior-survivor-bridge",
        "frame_count": 4389,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=survivor",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=survivor",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-survivor",
        "age_group": "adult",
        "archetype": "survivor",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 73.5,
        "min_distance": 0.175349,
        "closest_reference": "adult:survivor:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:20:27",
        "reference_profile": "best-character-reference+adult-survivor-bridge",
        "frame_count": 5526,
        "source_videos": 29,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-survivor/base_frame.png?v=promoted-20260309T192010Z-03",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=survivor",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=survivor",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-architect",
        "age_group": "kid",
        "archetype": "architect",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 72.76,
        "min_distance": 0.18028,
        "closest_reference": "teen:architect:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:20:43",
        "reference_profile": "best-character-reference+kid-architect-bridge",
        "frame_count": 5056,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-architect/base_frame.png?v=promoted-20260309T192027Z-04",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=architect",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=architect",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-architect",
        "age_group": "senior",
        "archetype": "architect",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 72.67,
        "min_distance": 0.18082,
        "closest_reference": "adult:architect:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:47:28",
        "reference_profile": "best-character-reference+senior-architect-bridge",
        "frame_count": 5018,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-architect/base_frame.png?v=promoted-20260309T194712Z-03",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=architect",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=architect",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-rebel",
        "age_group": "kid",
        "archetype": "rebel",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 70.23,
        "min_distance": 0.196991,
        "closest_reference": "adult:rebel:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:46:56",
        "reference_profile": "best-character-reference+kid-rebel-bridge",
        "frame_count": 4577,
        "source_videos": 26,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-rebel/base_frame.png?v=promoted-20260309T194639Z-01",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=rebel",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=rebel",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-empath",
        "age_group": "senior",
        "archetype": "empath",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 69.34,
        "min_distance": 0.202909,
        "closest_reference": "adult:empath:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:47:44",
        "reference_profile": "best-character-reference+senior-empath-bridge",
        "frame_count": 5021,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-empath/base_frame.png?v=promoted-20260309T194728Z-04",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=empath",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=empath",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-explorer",
        "age_group": "senior",
        "archetype": "explorer",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 67.92,
        "min_distance": 0.212283,
        "closest_reference": "elder:explorer:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:48:00",
        "reference_profile": "best-character-reference+senior-explorer-bridge",
        "frame_count": 4402,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-explorer/base_frame.png?v=promoted-20260309T194744Z-05",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=explorer",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=explorer",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-provider",
        "age_group": "senior",
        "archetype": "provider",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 66.05,
        "min_distance": 0.224633,
        "closest_reference": "head and shoulders without chair.png",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:48:32",
        "reference_profile": "best-character-reference+senior-provider-bridge",
        "frame_count": 4789,
        "source_videos": 28,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-provider/base_frame.png?v=promoted-20260309T194816Z-07",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=provider",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=provider",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-strategist",
        "age_group": "kid",
        "archetype": "strategist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 66.04,
        "min_distance": 0.224712,
        "closest_reference": "adult:strategist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:47:12",
        "reference_profile": "best-character-reference+kid-strategist-bridge",
        "frame_count": 5151,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-strategist/base_frame.png?v=promoted-20260309T194656Z-02",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=strategist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=strategist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-scientist",
        "age_group": "senior",
        "archetype": "scientist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 65.9,
        "min_distance": 0.225669,
        "closest_reference": "adult:scientist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:36:35",
        "reference_profile": "best-character-reference+senior-scientist-bridge",
        "frame_count": 5071,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": true,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-scientist/base_frame.png?v=promoted-20260309T193618Z-01",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=scientist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=scientist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-diplomat",
        "age_group": "adult",
        "archetype": "diplomat",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 64.54,
        "min_distance": 0.234672,
        "closest_reference": "adult:diplomat:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:21:55",
        "reference_profile": "best-character-reference+adult-diplomat-bridge",
        "frame_count": 5263,
        "source_videos": 27,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-diplomat/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=diplomat",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=diplomat",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-survivor",
        "age_group": "kid",
        "archetype": "survivor",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 55.34,
        "min_distance": 0.295515,
        "closest_reference": "teen:survivor:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:26:02",
        "reference_profile": "best-character-reference+kid-survivor-bridge",
        "frame_count": 5046,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-survivor/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=survivor",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=survivor",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-provider",
        "age_group": "kid",
        "archetype": "provider",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 54.56,
        "min_distance": 0.3007,
        "closest_reference": "kid:provider:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:25:07",
        "reference_profile": "best-character-reference+kid-provider-bridge",
        "frame_count": 4843,
        "source_videos": 29,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-provider/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=provider",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=provider",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-diplomat",
        "age_group": "kid",
        "archetype": "diplomat",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 54.47,
        "min_distance": 0.301265,
        "closest_reference": "kid:diplomat:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:24:10",
        "reference_profile": "best-character-reference+kid-diplomat-bridge",
        "frame_count": 5128,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-diplomat/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=diplomat",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=diplomat",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-diplomat",
        "age_group": "senior",
        "archetype": "diplomat",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 53.03,
        "min_distance": 0.310841,
        "closest_reference": "super_elder:diplomat:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:26:30",
        "reference_profile": "best-character-reference+senior-diplomat-bridge",
        "frame_count": 5075,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-diplomat/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=diplomat",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=diplomat",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "kid-empath",
        "age_group": "kid",
        "archetype": "empath",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 52.11,
        "min_distance": 0.316916,
        "closest_reference": "teen:empath:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:24:24",
        "reference_profile": "best-character-reference+kid-empath-bridge",
        "frame_count": 5246,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/kid-empath/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=kid&archetype=empath",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=kid&archetype=empath",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-strategist",
        "age_group": "senior",
        "archetype": "strategist",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 48.63,
        "min_distance": 0.339915,
        "closest_reference": "super_elder:strategist:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:22:02",
        "reference_profile": "best-character-reference+senior-strategist-bridge",
        "frame_count": 5059,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-strategist/base_frame.png?v=promoted-20260309T192146Z-09",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=strategist",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=strategist",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-rebel",
        "age_group": "adult",
        "archetype": "rebel",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 47.1,
        "min_distance": 0.350029,
        "closest_reference": "adult:rebel:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:23:00",
        "reference_profile": "best-character-reference+adult-rebel-bridge",
        "frame_count": 5155,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-rebel/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=rebel",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=rebel",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-provider",
        "age_group": "adult",
        "archetype": "provider",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 43.21,
        "min_distance": 0.375774,
        "closest_reference": "adult:provider:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:22:47",
        "reference_profile": "best-character-reference+adult-provider-bridge",
        "frame_count": 5692,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-provider/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=provider",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=provider",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "senior-macgyver",
        "age_group": "senior",
        "archetype": "macgyver",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 39.93,
        "min_distance": 0.397471,
        "closest_reference": "adult:macgyver:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 19:48:16",
        "reference_profile": "best-character-reference+senior-macgyver-bridge",
        "frame_count": 4087,
        "source_videos": 25,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-macgyver/base_frame.png?v=promoted-20260309T194800Z-06",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=senior&archetype=macgyver",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=senior&archetype=macgyver",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-explorer",
        "age_group": "adult",
        "archetype": "explorer",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 38.6,
        "min_distance": 0.406276,
        "closest_reference": "head and shoulders without chair.png",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:22:21",
        "reference_profile": "best-character-reference+adult-explorer-bridge",
        "frame_count": 5576,
        "source_videos": 30,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-explorer/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=explorer",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=explorer",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      },
      {
        "look": "adult-empath",
        "age_group": "adult",
        "archetype": "empath",
        "status": "MATCH",
        "priority": "stable",
        "confidence": 38.59,
        "min_distance": 0.40636,
        "closest_reference": "adult:empath:core60",
        "verifier": "deepface-vgg-face",
        "threshold": 0.4901664,
        "audited_at": "2026-03-09 18:22:08",
        "reference_profile": "best-character-reference+adult-empath-bridge",
        "frame_count": 5584,
        "source_videos": 29,
        "has_face_data": true,
        "has_idle_video": true,
        "has_animation_hash": true,
        "photo_status": "confirmed",
        "is_hero": false,
        "asset_url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/adult-empath/base_frame.png",
        "runtime_url": "https://learn.lotdpbc.com/kelly?age=adult&archetype=empath",
        "api_url": "https://api.lotdpbc.com/v1/kelly?age=adult&archetype=empath",
        "action": "Keep this look in the primary anchor pack and use it to judge future Kelly renders.",
        "reason": "This look is in the persisted Kelly anchor pack because the latest DeepFace audit cleared it as MATCH.",
        "control_source": "persisted",
        "approved_via": "deepface_match",
        "review_decision": null,
        "review_note": "Automatically promoted because the latest bridge-aware DeepFace audit cleared MATCH.",
        "bridge_profile_key": null,
        "control_updated_at": "2026-03-09 19:48:39"
      }
    ],
    "manual_review_queue": [],
    "rebuild_queue": [],
    "next_actions": [
      "Keep the persisted Kelly anchor pack at 30 looks and only widen it when a new render clears the bridge-aware DeepFace gate.",
      "Use the 0 stored review decisions to decide which near-miss looks can help age transfer without becoming production anchors.",
      "Rebuild 0 looks that still read as identity drift before using them in new Kelly exports.",
      "Keep using the current reference set, but quarantine any new render that lands outside MATCH."
    ]
  },
  "error": null
}