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    "story_id": "mp-2026-11-06-009",
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    "headline": "Thirty Percent of the Benchmark Needed Repair",
    "slug": "thirty-percent-of-the-benchmark-needed-repair",
    "dek": "A continuous-validation audit turns Terminal-Bench 2.0 into 2.1 and shows that task defects and time budgets both move results.",
    "summary": "A continuous-validation audit turns Terminal-Bench 2.0 into 2.1 and shows that task defects and time budgets both move results.",
    "body_text": "The workflow combines community reports, task artifacts, traces, automated oracle checks and human-gated repairs. The audit finds issues in roughly 30 percent of Terminal-Bench 2.0; repairs raise accuracy by more than 10 percentage points and move leaderboard positions by up to three ranks, though rank correlation remains high. Extending wall-clock limits also closes large harness gaps for two tested models, showing that resource budgets belong in the benchmark specification.",
    "why_it_matters": "A continuous-validation audit turns Terminal-Bench 2.0 into 2.1 and shows that task defects and time budgets both move results.",
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    "importance": 9,
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    "first_published_at": "2026-11-06T09:00:00.000-05:00",
    "modified_at": "2026-11-06T09:00:00.000-05:00",
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    "tags": [
      "coding benchmarks",
      "continuous validation",
      "evaluation"
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  "sources": [
    {
      "source_id": "source-2026-11-06-009",
      "title": "arXiv preprint 2611.08417, original v1",
      "publisher": "arXiv",
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      "published_at": "2026-11-05T13:18:39.000-05:00",
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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": "Thirty Percent of the Benchmark Needed Repair",
    "publisher": "The Machine Press",
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