{
  "title": "Apparel retailer size, fiber and packing data for AI",
  "source_page": "https://fiund.com/industries/apparel-retail-size-fiber-variant-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A neat fold does not verify a hidden garment variant label",
    "context": "Two owned practice garments carry original dummy labels. A consenting adult's staged handling is described by text annotations; no shopper, order, brand or body-size profile appears.",
    "records": [
      [
        "AV1",
        "Dummy pick ticket",
        "Pick style S, size M, color BLUE, label fiber class F1. Original version P1."
      ],
      [
        "AV2",
        "Take A annotations",
        "Performer displays garment G1 label: S/M/BLUE/F1, reviewer confirms legibility before folding, then places G1 in marked bin."
      ],
      [
        "AV3",
        "Take B annotations",
        "G2 resembles G1 but is folded before its size/fiber label is visible. Separate prop register says S/L/BLUE/F2; no label-check event in the take."
      ]
    ],
    "question": "Which take visibly verifies the requested variant, and can B's successful folding action establish a correct pick?",
    "answer": "AV1 and AV2 align G1's visible style, size, color and fiber label with P1 before folding and placement. AV3 shows handling but no visible size/fiber verification; its separate register also describes a different L/F2 variant. A neat fold or matching color does not establish the requested pick. Score action sequence and variant evidence separately rather than treat completed packing motions as proof of correct identity.",
    "failureModes": [
      "Scoring correct handling as proof that the chosen product variant matches.",
      "Inferring hidden size or fiber fields from garment color and shape."
    ],
    "fields": [
      [
        "Pick version and required attributes",
        "Defines the target."
      ],
      [
        "Garment ID and label visibility",
        "Supports variant verification."
      ],
      [
        "Check/fold/place timestamps",
        "Preserves action order."
      ]
    ],
    "holdout": "Use another owned garment instance in the same required variant but a different fold. Require identity to follow readable labels rather than memorized object appearance.",
    "boundary": "Use authorized garments and written performer/media rights. Exclude orders, supplier designs and branded items without permission."
  }
}