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    "story_id": "mp-2026-09-28-007",
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    "edition_id": "mp-2026-09-28-morning-0081",
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    "position": 7,
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    "section": "robotics",
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    "headline": "A Robot Resolved an Underspecified Task by Looking Around",
    "slug": "a-robot-resolved-an-underspecified-task-by-looking-around",
    "dek": "CLUE tested hypotheses in the environment instead of assuming the goal and map were complete.",
    "summary": "CLUE tested hypotheses in the environment instead of assuming the goal and map were complete.",
    "body_text": "CLUE tackles natural-language tasks where a robot must infer both what success means and where relevant information might be. It forms task hypotheses, builds a language-embedded map online, tests possible plans through interaction and updates them as evidence arrives. On a Boston Dynamics Spot across 15 indoor and outdoor tasks, the authors report success within seven percentage points of an oracle and four times the rate of a planner without closed-loop feedback. The comparison covers three research environments and does not establish open-world reliability.",
    "why_it_matters": "CLUE tested hypotheses in the environment instead of assuming the goal and map were complete.",
    "limitations": [
      "The comparison covers three research environments and does not establish open-world reliability."
    ],
    "importance": 9,
    "canonical_url": "https://themachinepress.com/story/mp-2026-09-28-007/a-robot-resolved-an-underspecified-task-by-looking-around",
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    "first_published_at": "2026-09-28T09:00:00.000-04:00",
    "modified_at": "2026-09-28T09:00:00.000-04:00",
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        "text": "CLUE tested hypotheses in the environment instead of assuming the goal and map were complete.",
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        "qualification": "The comparison covers three research environments and does not establish open-world reliability."
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    "source_ids": [
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    "tags": [
      "language-conditioned robotics",
      "active perception",
      "planning"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-09-28-007",
      "title": "arXiv preprint 2609.30428",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2609.30428",
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      "source_type": "primary_research",
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      "published_at": "2026-09-24T14:22:15.000-04:00",
      "accessed_at": "2026-09-28T08:26:00.000-04:00",
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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": "A Robot Resolved an Underspecified Task by Looking Around",
    "publisher": "The Machine Press",
    "published_at": "2026-09-28T09:00:00.000-04:00",
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