{
  "title": "Tree nut shell and kernel images for AI inspection",
  "source_page": "https://fiund.com/industries/tree-nut-shell-kernel-inspection-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Shell appearance cannot substitute for a specimen-linked kernel view",
    "context": "Original textual annotations describe owned practice pecan aliases. No opening procedure, actual photographs, customer grade library or official classification is supplied.",
    "records": [
      [
        "NK1",
        "Specimen A views",
        "Shell reviewer marks an exterior blemish. Matched authorized kernel view reviewed as no observed feature in the displayed region."
      ],
      [
        "NK2",
        "Specimen B views",
        "Shell view has no marked exterior blemish. Matched kernel reviewer identifies feature K in its displayed region."
      ],
      [
        "NK3",
        "Specimen C",
        "Shell-only view, no kernel image. Another crop's kernel image is unlinked and carries no C identifier."
      ]
    ],
    "question": "Which specimen has a documented kernel feature, and what can be said about A's shell blemish or C's unseen kernel?",
    "answer": "NK2 supports feature K on B's linked kernel view despite the unmarked shell. NK1 separately supports A's shell blemish and its limited kernel-view finding; the shell label does not imply the same feature internally. NK3 leaves C's kernel unseen, and another crop's unlinked image cannot fill that gap. Preserve shell, kernel, specimen and crop labels separately without claiming an official grade or whole-kernel condition beyond the reviewed view.",
    "failureModes": [
      "Inferring kernel condition directly from shell appearance.",
      "Using a different specimen or crop's kernel view to complete a shell-only record."
    ],
    "fields": [
      [
        "Crop and specimen identity",
        "Defines the object."
      ],
      [
        "Shell/opened/kernel view linkage",
        "Preserves continuity."
      ],
      [
        "Reviewer region and missing interior evidence",
        "Limits the finding."
      ]
    ],
    "holdout": "Add C's correctly linked kernel view with one region occluded. Require a partial review rather than a complete internal-condition label.",
    "boundary": "Use owned nuts and original labels in an approved offline setup. Exclude receipts, locations, plant settings and licensed images; shelling-plant labels need their own reuse authority."
  }
}