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    "story_id": "mp-2026-10-10-016",
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    "section": "robotics",
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    "headline": "Human Dexterity Was Retargeted Without Copying the Hand",
    "slug": "human-dexterity-was-retargeted-without-copying-the-hand",
    "dek": "A generative retargeter maps human motion onto robot hands with different geometry and constraints.",
    "summary": "A generative retargeter maps human motion onto robot hands with different geometry and constraints.",
    "body_text": "The method learns a distribution over robot motions compatible with a human demonstration instead of forcing one geometric correspondence. That creates room to respect joint limits and embodiment differences while preserving task intent. The evidence is limited to the authors’ tested hands and tasks; it does not make arbitrary human motion robot-safe.",
    "why_it_matters": "A generative retargeter maps human motion onto robot hands with different geometry and constraints.",
    "limitations": [
      "The evidence is limited to the authors’ tested hands and tasks; it does not make arbitrary human motion robot-safe."
    ],
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    "first_published_at": "2026-10-10T09:00:00.000-04:00",
    "modified_at": "2026-10-10T09:00:00.000-04:00",
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        "text": "A generative retargeter maps human motion onto robot hands with different geometry and constraints.",
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        "qualification": "The evidence is limited to the authors’ tested hands and tasks; it does not make arbitrary human motion robot-safe."
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    "source_ids": [
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    "tags": [
      "motion retargeting",
      "dexterous hands"
    ],
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  "sources": [
    {
      "source_id": "source-2026-10-10-018",
      "title": "arXiv preprint 2610.12440, original v1",
      "publisher": "arXiv / submitting research authors",
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      "published_at": "2026-10-08T13:57:58.000-04:00",
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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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    "title": "Human Dexterity Was Retargeted Without Copying the Hand",
    "publisher": "The Machine Press",
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