{
  "$schema": "https://themachinepress.com/schemas/story-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_story",
  "story": {
    "story_id": "mp-2026-10-17-014",
    "source_story_id": "tmp-story-whole-body-dexterity",
    "edition_id": "mp-2026-10-17-morning-0099",
    "edition_url": "https://themachinepress.com/edition/2026-10-17",
    "position": 14,
    "story_type": "dispatch",
    "section": "robotics",
    "editorial_classification": "editorial",
    "headline": "The Humanoid Uses Its Torso as Part of the Grasp",
    "slug": "the-humanoid-uses-its-torso-as-part-of-the-grasp",
    "dek": "Whole-Body Dexterity trains a policy to brace and slide bulky objects against arms and body surfaces.",
    "summary": "Whole-Body Dexterity trains a policy to brace and slide bulky objects against arms and body surfaces.",
    "body_text": "Dexterous manipulation is often reduced to the hands. Whole-Body Dexterity first generates feasible body-contact grasps, trains reinforcement-learning experts to move between them and distills those experts into one policy using proprioception and object geometry. Transferred without hardware-specific fine-tuning to a Unitree G1, the controller repositioned a basketball and box around the torso and completed a teleoperated sequence that stowed, carried and placed a box. Across the reported real-world tasks, it completed 90 percent of trials, versus 18 percent for direct retargeting and 4 percent for a generalist whole-body controller. The task set is narrow and still uses coarse human references.",
    "why_it_matters": "Whole-Body Dexterity trains a policy to brace and slide bulky objects against arms and body surfaces.",
    "limitations": [],
    "importance": 8,
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-17-014/the-humanoid-uses-its-torso-as-part-of-the-grasp",
    "json_url": "https://themachinepress.com/story/mp-2026-10-17-014.json",
    "first_published_at": "2026-10-17T09:00:00.000-04:00",
    "modified_at": "2026-10-17T09:00:00.000-04:00",
    "content_status": "new",
    "is_carryover": false,
    "carryover_reason": null,
    "key_claims": [
      {
        "claim_id": "claim-mp-2026-10-17-014-001",
        "text": "Whole-Body Dexterity trains a policy to brace and slide bulky objects against arms and body surfaces.",
        "source_ids": [
          "source-2026-10-17-014"
        ],
        "qualification": null
      }
    ],
    "source_ids": [
      "source-2026-10-17-014"
    ],
    "tags": [
      "humanoids",
      "whole-body control",
      "manipulation"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-17-014",
      "title": "arXiv preprint 2610.22184, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.22184v1",
      "canonical_url": "https://arxiv.org/abs/2610.22184v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-15T12:40:48.000-04:00",
      "accessed_at": "2026-10-17T08:26:35.645-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-17-014-001"
      ]
    }
  ],
  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "The Humanoid Uses Its Torso as Part of the Grasp",
    "publisher": "The Machine Press",
    "published_at": "2026-10-17T09:00:00.000-04:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-17-014/the-humanoid-uses-its-torso-as-part-of-the-grasp"
  }
}
