{
  "$schema": "https://themachinepress.com/schemas/story-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_story",
  "story": {
    "story_id": "mp-2026-10-02-026",
    "source_story_id": "tmp-story-pypottery-archaeology-suite",
    "edition_id": "mp-2026-10-02-morning-0085",
    "edition_url": "https://themachinepress.com/edition/2026-10-02",
    "position": 15,
    "story_type": "dispatch",
    "section": "open-source",
    "editorial_classification": "editorial",
    "headline": "Pottery Documentation Felt Forty Times Faster",
    "slug": "pottery-documentation-felt-forty-times-faster",
    "dek": "Four open-source modules scan, ink, vectorize and lay out archaeological drawings.",
    "summary": "Four open-source modules scan, ink, vectorize and lay out archaeological drawings.",
    "body_text": "PyPottery combines handwriting extraction, automated inking, semantic vectorization and layout generation for ceramic documentation. On 50 hand-drawn sheets containing 240 drawings from the Terramara di Montale, usability participants reported a median perceived speedup of 40 times, with a 17.5-to-120 range. The figure is user-perceived workflow acceleration, not a stopwatch guarantee, and the paper frames the suite as redistributing expert cognitive work rather than replacing archaeological judgment.",
    "why_it_matters": "Four open-source modules scan, ink, vectorize and lay out archaeological drawings.",
    "limitations": [
      "The figure is user-perceived workflow acceleration, not a stopwatch guarantee, and the paper frames the suite as redistributing expert cognitive work rather than replacing archaeological judgment."
    ],
    "importance": 8,
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-02-026/pottery-documentation-felt-forty-times-faster",
    "json_url": "https://themachinepress.com/story/mp-2026-10-02-026.json",
    "first_published_at": "2026-10-02T09:00:00.000-04:00",
    "modified_at": "2026-10-02T09:00:00.000-04:00",
    "content_status": "new",
    "is_carryover": false,
    "carryover_reason": null,
    "key_claims": [
      {
        "claim_id": "claim-mp-2026-10-02-026-001",
        "text": "Four open-source modules scan, ink, vectorize and lay out archaeological drawings.",
        "source_ids": [
          "source-2026-10-02-015"
        ],
        "qualification": "The figure is user-perceived workflow acceleration, not a stopwatch guarantee, and the paper frames the suite as redistributing expert cognitive work rather than replacing archaeological judgment."
      }
    ],
    "source_ids": [
      "source-2026-10-02-015"
    ],
    "tags": [
      "archaeology",
      "document processing",
      "open source"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-02-015",
      "title": "arXiv preprint 2610.02072",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.02072",
      "canonical_url": "https://arxiv.org/abs/2610.02072",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-01T13:13:07.000-04:00",
      "accessed_at": "2026-10-02T08:44:06.000-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-02-026-001"
      ]
    }
  ],
  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "Pottery Documentation Felt Forty Times Faster",
    "publisher": "The Machine Press",
    "published_at": "2026-10-02T09:00:00.000-04:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-10-02-026/pottery-documentation-felt-forty-times-faster"
  }
}