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    "story_id": "mp-2026-10-24-005",
    "source_story_id": "tmp-story-contestable-data-governance",
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    "headline": "An Approval Button Is Not a Governance Record",
    "slug": "an-approval-button-is-not-a-governance-record",
    "dek": "Contestable agents present cited arguments for disputed metadata, while human stewards can accept, reject, edit or add evidence before anything becomes precedent.",
    "summary": "Contestable agents present cited arguments for disputed metadata, while human stewards can accept, reject, edit or add evidence before anything becomes precedent.",
    "body_text": "Industrial metadata links telemetry and structured records to manuals, service notes and other unstructured evidence. The proposed contestable-governance workflow makes specialist agents produce scored, cited arguments instead of bare classifications. A steward can modify both conclusion and reasoning, and the system retains the evidence, intervention and outcome; a separate gate controls which verified decisions become precedent. The paper illustrates the design with HVAC point classification and a warranty scenario. These are workflow examples and an open reference implementation, not evidence that automated governance is error-free.",
    "why_it_matters": "Contestable agents present cited arguments for disputed metadata, while human stewards can accept, reject, edit or add evidence before anything becomes precedent.",
    "limitations": [
      "These are workflow examples and an open reference implementation, not evidence that automated governance is error-free."
    ],
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    "first_published_at": "2026-10-24T09:00:00.000-04:00",
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    "tags": [
      "data governance",
      "human oversight",
      "metadata"
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    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-10-24-005",
      "title": "arXiv preprint 2610.31553, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31553v1",
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      "published_at": "2026-10-22T12:57:01.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
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    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "An Approval Button Is Not a Governance Record",
    "publisher": "The Machine Press",
    "published_at": "2026-10-24T09:00:00.000-04:00",
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