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    "story_id": "mp-2026-09-05-016",
    "source_story_id": "tmp-sidebar-conflictgui-termination",
    "edition_id": "mp-2026-09-05-morning-0058",
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    "position": 18,
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    "headline": "The GUI Agent Learned That Some Commands Should End",
    "slug": "the-gui-agent-learned-that-some-commands-should-end",
    "dek": "CONFLICTGUI tests contradictions inside instructions and between an instruction and the visible interface.",
    "summary": "CONFLICTGUI tests contradictions inside instructions and between an instruction and the visible interface.",
    "body_text": "Five evaluated agents showed execution-biased overcompliance. An inference-time feasibility check plus conditional action modulation improved conflict-task success while preserving performance on feasible tasks in the authors' experiments.",
    "why_it_matters": "CONFLICTGUI tests contradictions inside instructions and between an instruction and the visible interface.",
    "limitations": [],
    "importance": 7,
    "canonical_url": "https://themachinepress.com/story/mp-2026-09-05-016/the-gui-agent-learned-that-some-commands-should-end",
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    "first_published_at": "2026-09-05T09:00:00.000-04:00",
    "modified_at": "2026-09-05T09:00:00.000-04:00",
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    "carryover_reason": null,
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        "text": "CONFLICTGUI tests contradictions inside instructions and between an instruction and the visible interface.",
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        "qualification": null
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    ],
    "source_ids": [
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    "tags": [
      "GUI agents",
      "overcompliance"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-09-05-018",
      "title": "arXiv preprint 2609.03438",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2609.03438",
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      "published_at": "2026-09-03T02:48:41.000-04:00",
      "accessed_at": "2026-09-05T08:25:30.000-04:00",
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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": "The GUI Agent Learned That Some Commands Should End",
    "publisher": "The Machine Press",
    "published_at": "2026-09-05T09:00:00.000-04:00",
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