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    "edition_id": "mp-2026-09-09-morning-0062",
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    "section": "safety-security",
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    "headline": "The Riskiest Answer Was Not Always the Best One to Review",
    "slug": "the-riskiest-answer-was-not-always-the-best-one-to-review",
    "dek": "At a 20 percent review budget, ranking by repair value cut residual wrong-answer exposure from 0.881 to 0.716 in a 720-item stress test.",
    "summary": "At a 20 percent review budget, ranking by repair value cut residual wrong-answer exposure from 0.881 to 0.716 in a 720-item stress test.",
    "body_text": "The proposed review queue combines estimated wrongness with intervention affordance, impact and cost. On TAT-QA and SciFact items, it barely changed wrong-answer exposure before repair but substantially reduced exposure after deterministic benchmark-supported fixes.",
    "why_it_matters": "At a 20 percent review budget, ranking by repair value cut residual wrong-answer exposure from 0.881 to 0.716 in a 720-item stress test.",
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    "modified_at": "2026-09-09T09:00:00.000-04:00",
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    "tags": [
      "human review",
      "risk prioritization",
      "repairability"
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    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-09-09-018",
      "title": "arXiv preprint 2609.07095",
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      "published_at": "2026-09-07T02:33:04.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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    "title": "The Riskiest Answer Was Not Always the Best One to Review",
    "publisher": "The Machine Press",
    "published_at": "2026-09-09T09:00:00.000-04:00",
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