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    "story_id": "mp-2026-08-14-027",
    "source_story_id": "tmp-story-boardroom-decision-graphs",
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    "headline": "One Changed Assumption Reopened Only the Dependent Decisions",
    "slug": "one-changed-assumption-reopened-only-the-dependent-decisions",
    "dek": "BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.",
    "summary": "BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.",
    "body_text": "The prototype represents evidence, assumptions, constraints, claims, objections, alternatives, risks and decisions as a dependency graph. A human intervention compiler updates that graph and selectively reactivates specialists. Across 600 synthetic decision-DAG changes, propagation matched exhaustive impact calculation while inspecting 14.59 percent of nodes. In a 12-case pilot it preserved every gold-unaffected node, produced six valid updated decisions and abstained on six others. All results are synthetic and prototype-level, as the authors state.",
    "why_it_matters": "BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.",
    "limitations": [],
    "importance": 8,
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    "first_published_at": "2026-08-14T09:00:00.000-04:00",
    "modified_at": "2026-08-14T09:00:00.000-04:00",
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        "text": "BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.",
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    "source_ids": [
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    "tags": [
      "multi-agent systems",
      "decision support",
      "human oversight",
      "graphs"
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    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-08-14-016",
      "title": "arXiv preprint 2608.13046",
      "publisher": "arXiv",
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      "published_at": "2026-08-13T06:11:13.000-04:00",
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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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  "cite_this_report": {
    "title": "One Changed Assumption Reopened Only the Dependent Decisions",
    "publisher": "The Machine Press",
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