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    "story_id": "mp-2026-11-09-013",
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    "headline": "The Argument Becomes Shared State",
    "slug": "the-argument-becomes-shared-state",
    "dek": "GroundWork turns claims, evidence and warrants into an editable graph that humans and language models can inspect together.",
    "summary": "GroundWork turns claims, evidence and warrants into an editable graph that humans and language models can inspect together.",
    "body_text": "Conversational interfaces hide an analysis’s argumentative structure inside a transcript. GroundWork instead represents the Toulmin model as a typed graph with explicit edit operations for both people and language models, coordinated source views, and a workbench for comparing and tracing arguments. Four experts spanning consulting, product development, law and immunology used the system across intelligence, legal and medical scenarios. The small qualitative study found that participants could inspect, compare and revise source-grounded arguments as shared state. It does not establish productivity gains at scale, but it makes provenance and disagreement visible at the level where reasoning changes.",
    "why_it_matters": "GroundWork turns claims, evidence and warrants into an editable graph that humans and language models can inspect together.",
    "limitations": [
      "It does not establish productivity gains at scale, but it makes provenance and disagreement visible at the level where reasoning changes."
    ],
    "importance": 8,
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    "first_published_at": "2026-11-09T09:00:00.000-05:00",
    "modified_at": "2026-11-09T09:00:00.000-05:00",
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        "text": "GroundWork turns claims, evidence and warrants into an editable graph that humans and language models can inspect together.",
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        "qualification": "It does not establish productivity gains at scale, but it makes provenance and disagreement visible at the level where reasoning changes."
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    "tags": [
      "human-AI collaboration",
      "argumentation",
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  "sources": [
    {
      "source_id": "source-2026-11-09-013",
      "title": "arXiv preprint 2611.09840, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2611.09840v1",
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      "published_at": "2026-11-06T13:25:43.000-05:00",
      "accessed_at": "2026-11-09T08:25:54.496-05:00",
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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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  "cite_this_report": {
    "title": "The Argument Becomes Shared State",
    "publisher": "The Machine Press",
    "published_at": "2026-11-09T09:00:00.000-05:00",
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