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  "story": {
    "story_id": "mp-2026-10-27-013",
    "source_story_id": "tmp-story-boardsafety-hardware-rules",
    "edition_id": "mp-2026-10-27-morning-0109",
    "edition_url": "https://themachinepress.com/edition/2026-10-27",
    "position": 13,
    "story_type": "dispatch",
    "section": "developer-tools",
    "editorial_classification": "editorial",
    "headline": "The Datasheet Rule Helped. The Hardware Answer Was Still Unreliable.",
    "slug": "the-datasheet-rule-helped-the-hardware-answer-was-still-unreliable",
    "dek": "BoardSafety ties proposed operations to manufacturer limits and labels them safe, unsafe or under-specified; evaluated models still fell short of reliable judgment.",
    "summary": "BoardSafety ties proposed operations to manufacturer limits and labels them safe, unsafe or under-specified; evaluated models still fell short of reliable judgment.",
    "body_text": "A voltage or pin operation safe on one development board can damage another from the same manufacturer. BoardSafety converts vendor datasheets and hardware guides into board-specific rule bases, then pairs proposed operations with the applicable rule and one of three labels: safe, unsafe or insufficient information. The benchmark includes boundary conditions, missing facts and operations whose answer depends on the exact board. Giving models the relevant rules generally improved accuracy, while structured-rationale prompting helped inconsistently across models and access settings. The authors conclude that the tested systems cannot yet make reliable board-safety decisions. The benchmark is an evaluation resource, not a substitute for documentation, instrumentation or an engineer's review.",
    "why_it_matters": "BoardSafety ties proposed operations to manufacturer limits and labels them safe, unsafe or under-specified; evaluated models still fell short of reliable judgment.",
    "limitations": [
      "The authors conclude that the tested systems cannot yet make reliable board-safety decisions.",
      "The benchmark is an evaluation resource, not a substitute for documentation, instrumentation or an engineer's review."
    ],
    "importance": 8,
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-27-013/the-datasheet-rule-helped-the-hardware-answer-was-still-unreliable",
    "json_url": "https://themachinepress.com/story/mp-2026-10-27-013.json",
    "first_published_at": "2026-10-27T09:00:00.000-04:00",
    "modified_at": "2026-10-27T09:00:00.000-04:00",
    "content_status": "new",
    "is_carryover": false,
    "carryover_reason": null,
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        "claim_id": "claim-mp-2026-10-27-013-001",
        "text": "BoardSafety ties proposed operations to manufacturer limits and labels them safe, unsafe or under-specified; evaluated models still fell short of reliable judgment.",
        "source_ids": [
          "source-2026-10-27-013"
        ],
        "qualification": "The authors conclude that the tested systems cannot yet make reliable board-safety decisions."
      }
    ],
    "source_ids": [
      "source-2026-10-27-013"
    ],
    "tags": [
      "hardware",
      "LLMs",
      "safety",
      "datasheets"
    ],
    "image_url": "https://themachinepress.com/issues/2026-10-27/board-safety-hardware.webp",
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-27-013",
      "title": "arXiv preprint 2610.33448, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.33448v1",
      "canonical_url": "https://arxiv.org/abs/2610.33448v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-25T20:00:00.000-04:00",
      "accessed_at": "2026-10-27T08:18:12.114-04:00",
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  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "The Datasheet Rule Helped. The Hardware Answer Was Still Unreliable.",
    "publisher": "The Machine Press",
    "published_at": "2026-10-27T09:00:00.000-04:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-27-013/the-datasheet-rule-helped-the-hardware-answer-was-still-unreliable"
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