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    "story_id": "mp-2026-09-09-015",
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    "edition_id": "mp-2026-09-09-morning-0062",
    "edition_url": "https://themachinepress.com/edition/2026-09-09",
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    "section": "developer-tools",
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    "headline": "A Correct Answer Could Still Hide a Contradictory Source",
    "slug": "a-correct-answer-could-still-hide-a-contradictory-source",
    "dek": "A three-level audit separates conflicts in the corpus, retrieved context and generated answer rather than scoring only the final response.",
    "summary": "A three-level audit separates conflicts in the corpus, retrieved context and generated answer rather than scoring only the final response.",
    "body_text": "Across 100 controlled query-corpus cases in five domains, the framework found that retrieval similarity, corpus quality and answer consistency can move in different directions. It makes supporting and contradictory source-linked facts inspectable but does not certify external truth.",
    "why_it_matters": "A three-level audit separates conflicts in the corpus, retrieved context and generated answer rather than scoring only the final response.",
    "limitations": [
      "It makes supporting and contradictory source-linked facts inspectable but does not certify external truth."
    ],
    "importance": 7,
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    "first_published_at": "2026-09-09T09:00:00.000-04:00",
    "modified_at": "2026-09-09T09:00:00.000-04:00",
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        "qualification": "It makes supporting and contradictory source-linked facts inspectable but does not certify external truth."
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    "source_ids": [
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    "tags": [
      "RAG",
      "contradictions",
      "auditing"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-09-09-017",
      "title": "arXiv preprint 2609.07075",
      "publisher": "arXiv",
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      "published_at": "2026-09-07T02:03:07.000-04:00",
      "accessed_at": "2026-09-09T08:30:00.000-04:00",
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  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "A Correct Answer Could Still Hide a Contradictory Source",
    "publisher": "The Machine Press",
    "published_at": "2026-09-09T09:00:00.000-04:00",
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