{
  "$schema": "https://themachinepress.com/schemas/story-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_story",
  "story": {
    "story_id": "mp-2026-10-21-012",
    "source_story_id": "tmp-story-gecko-contact-states",
    "edition_id": "mp-2026-10-21-morning-0103",
    "edition_url": "https://themachinepress.com/edition/2026-10-21",
    "position": 12,
    "story_type": "dispatch",
    "section": "robotics",
    "editorial_classification": "editorial",
    "headline": "The Gecko Gripper Learns Whether It Has Actually Stuck",
    "slug": "the-gecko-gripper-learns-whether-it-has-actually-stuck",
    "dek": "Capacitive sensing and a physics-constrained state machine classify five stages of orbital-contact interaction in real time.",
    "summary": "Capacitive sensing and a physics-constrained state machine classify five stages of orbital-contact interaction in real time.",
    "body_text": "Gecko-inspired dry adhesives can capture surfaces without residue, but many interfaces operate open loop. This sensorized design classifies idle, proximity, contact, engaged and disengaged states from embedded capacitive data. A random forest reached 95.65 percent offline accuracy; online, adding a rule-based state machine raised accuracy from 78.02 to 93.14 percent with a 53-millisecond inference cycle. The evidence comes from the reported interface tests, not an autonomous orbital-servicing mission.",
    "why_it_matters": "Capacitive sensing and a physics-constrained state machine classify five stages of orbital-contact interaction in real time.",
    "limitations": [
      "The evidence comes from the reported interface tests, not an autonomous orbital-servicing mission."
    ],
    "importance": 8,
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-21-012/the-gecko-gripper-learns-whether-it-has-actually-stuck",
    "json_url": "https://themachinepress.com/story/mp-2026-10-21-012.json",
    "first_published_at": "2026-10-21T09:00:00.000-04:00",
    "modified_at": "2026-10-21T09:00:00.000-04:00",
    "content_status": "new",
    "is_carryover": false,
    "carryover_reason": null,
    "key_claims": [
      {
        "claim_id": "claim-mp-2026-10-21-012-001",
        "text": "Capacitive sensing and a physics-constrained state machine classify five stages of orbital-contact interaction in real time.",
        "source_ids": [
          "source-2026-10-21-012"
        ],
        "qualification": "The evidence comes from the reported interface tests, not an autonomous orbital-servicing mission."
      }
    ],
    "source_ids": [
      "source-2026-10-21-012"
    ],
    "tags": [
      "orbital servicing",
      "adhesion",
      "sensing"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-21-012",
      "title": "arXiv preprint 2610.27141, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.27141v1",
      "canonical_url": "https://arxiv.org/abs/2610.27141v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-20T13:59:00.000-04:00",
      "accessed_at": "2026-10-21T08:27:23.757-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-21-012-001"
      ]
    }
  ],
  "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 Gecko Gripper Learns Whether It Has Actually Stuck",
    "publisher": "The Machine Press",
    "published_at": "2026-10-21T09:00:00.000-04:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-21-012/the-gecko-gripper-learns-whether-it-has-actually-stuck"
  }
}
