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    "story_id": "mp-2026-11-05-013",
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    "headline": "Robot Automation Gets Six Tasks That Refuse to Stay Fixed",
    "slug": "robot-automation-gets-six-tasks-that-refuse-to-stay-fixed",
    "dek": "VABAR turns object-shape and pose variation into an open benchmark for code-writing robot agents.",
    "summary": "VABAR turns object-shape and pose variation into an open benchmark for code-writing robot agents.",
    "body_text": "The suite covers tool sorting, tool hanging, gear meshing, syringe packing, cable insertion and cable routing across industrial, medical and infrastructure settings. Built on open-source simulation, it includes standardized variations, difficulty tiers, success measures and 33 reusable skills with human-authored programmatic references. Initial results use a Graph-as-Policy harness and Isaac Lab Arena. VABAR is a reproducible simulation benchmark, not evidence that an agent can safely automate these tasks on a factory or clinical floor.",
    "why_it_matters": "VABAR turns object-shape and pose variation into an open benchmark for code-writing robot agents.",
    "limitations": [
      "VABAR is a reproducible simulation benchmark, not evidence that an agent can safely automate these tasks on a factory or clinical floor."
    ],
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    "first_published_at": "2026-11-05T09:00:00.000-05:00",
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        "text": "VABAR turns object-shape and pose variation into an open benchmark for code-writing robot agents.",
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        "qualification": "VABAR is a reproducible simulation benchmark, not evidence that an agent can safely automate these tasks on a factory or clinical floor."
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    "tags": [
      "agentic robotics",
      "manipulation",
      "simulation",
      "automation"
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      "source_id": "source-2026-11-05-013",
      "title": "arXiv preprint 2611.06881, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2611.06881v1",
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      "published_at": "2026-11-04T13:38:01.000-05:00",
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    "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": "Robot Automation Gets Six Tasks That Refuse to Stay Fixed",
    "publisher": "The Machine Press",
    "published_at": "2026-11-05T09:00:00.000-05:00",
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