{
  "title": "Raw cotton wholesale bale and classification data for AI",
  "source_page": "https://fiund.com/industries/raw-farm-cotton-bale-classification-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A classing result follows the bale tag rather than its appearance",
    "context": "Two inert original bale props and fictional classification cards use invalid tags. There is no cotton sample, grower, supply contract, actual classing result or grade decision.",
    "records": [
      [
        "CBW1",
        "Bale A",
        "Readable tag DEMO-BA1, original reviewed class card names BA1 and abstract class Q."
      ],
      [
        "CBW2",
        "Bale B crop",
        "Similar-looking bale with tag DEMO-BA?; final character cropped. No full B tag or original linked class card."
      ],
      [
        "CBW3",
        "Folder suggestion",
        "Draft assigns Q to B because appearance matches A. A class card with BA2 in another delivery has no verified B link."
      ]
    ],
    "question": "Which bale has a traceable class statement, and what evidence could resolve B without relying on appearance?",
    "answer": "CBW1 links abstract class Q to exact tag BA1. CBW2 identifies only a partial prefix on B, and CBW3 offers neither a reviewed identity nor a classing source for that physical bale. Request a readable full tag plus a matching original class record, including delivery scope if needed. Do not infer the suffix, transfer A's class by appearance or attribute another delivery's BA2 record to B without provenance.",
    "failureModes": [
      "Using similar bale appearance as classification evidence.",
      "Completing an unreadable suffix from the nearest class record without verified association."
    ],
    "fields": [
      [
        "Bale tag and delivery scope",
        "Defines the object."
      ],
      [
        "Class record target and stated value",
        "Supports attribution."
      ],
      [
        "Image visibility and unresolved source",
        "Limits inference."
      ]
    ],
    "holdout": "Reveal a full B tag but no matching class card. Require identity to resolve without a classification claim.",
    "boundary": "Use inert original props and fabricated records. Exclude actual farms, customers and classing reports."
  }
}