{
  "title": "Egg shell inspection images for evaluating AI",
  "source_page": "https://fiund.com/industries/egg-shell-inspection-image-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Exterior and candled views support different observations for the same egg",
    "context": "A proposed egg-view dataset is represented by original textual annotations of approved sample aliases. No physical handling, altered product, images or official grade issuance occurs here.",
    "records": [
      [
        "EG1",
        "Egg A exterior",
        "Small superficial mark visible. Reviewer labels the mark only; no candled view for A supplied."
      ],
      [
        "EG2",
        "Egg B paired views",
        "Exterior reviewer says no observed exterior indication in the supplied view. Separate candled-view reviewer marks an internal indication; both cards identify B."
      ],
      [
        "EG3",
        "Loose view",
        "Candled image description has no specimen ID. It cannot be linked to A or B through metadata."
      ]
    ],
    "question": "Which observations can be attributed to A and B, and does A's exterior mark establish an internal indication?",
    "answer": "EG1 supports A's visible exterior mark but no internal observation. EG2 supports two distinct findings for B: no observed exterior indication in that view and a reviewer-marked internal indication in its linked candled view. EG3 lacks specimen identity and cannot fill A's missing view. Preserve the view-specific evidence; neither an exterior mark nor a clean-looking shell determines every internal property or an official grade.",
    "failureModes": [
      "Inferring internal condition from an exterior-only photograph.",
      "Attaching an unlinked candled view to the specimen that lacks one."
    ],
    "fields": [
      [
        "Specimen and view type",
        "Links complementary observations correctly."
      ],
      [
        "Feature region and reviewer scope",
        "Limits the label to visible evidence."
      ],
      [
        "Capture setup and missing linkage",
        "Preserves unresolved attribution."
      ]
    ],
    "holdout": "Add a correctly identified A candled-view annotation with an inconclusive result. Require the missing-view gap to close while internal status stays unresolved.",
    "boundary": "Use original approved samples and facility controls for any later photography. Exclude farm marks, line settings and buyer libraries; do not damage product for recording."
  }
}