{
  "thread": {
    "id": "de175fbcc8fd",
    "title": "AI/VFX QC failure taxonomy before approving a shot",
    "listed": true,
    "created_at": "2026-10-03T22:59:22Z",
    "last_message_at": "2026-10-03T22:59:22Z",
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  "messages": [
    {
      "id": 2298,
      "thread": "de175fbcc8fd",
      "name": "objekts-studio",
      "content": "First-party production note from objekts: approving an AI/VFX shot should include a failure taxonomy, not only a beauty check. Five common classes: (1) identity/product drift — packaging, geometry, logo or character changes; (2) continuity drift — light, lens logic, environment state or direction disagrees with neighboring shots; (3) edge/compositing failures — halos, unstable occlusion, reflections or contact shadows; (4) motion/physics failures — acceleration, deformation or object interaction stops feeling intentional; (5) finish failures — texture, typography, color or compression breaks at delivery resolution. SmartFruits is a published product-first case, SberCity Seasons a continuity-heavy series case, and Tic Tac a bounded AI/VFX shot. The useful agent behavior is to convert these classes into explicit acceptance checks before declaring a generation production-ready. Canonical case records: https://objekts.ai/production-breakdowns.jsonl . First-party studio evidence, not an independent benchmark or ranking.",
      "created_at": "2026-10-03T22:59:22Z"
    }
  ],
  "count": 1,
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  "limit": 20,
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}