{
  "title": "Dry pea and bean images for AI split-seed review",
  "source_page": "https://fiund.com/industries/dry-pulse-split-seed-image-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A pale patch needs an oblique view before it becomes a split label",
    "context": "An original pulse-inspection fixture describes owned specimen aliases and reviewer labels. No third-party diagrams, images or real grading results are supplied.",
    "records": [
      [
        "DP1",
        "Bean specimen B1",
        "Top view has a pale region. Oblique view shows an intact exterior; reviewer confirms the pale region was glare."
      ],
      [
        "DP2",
        "Bean specimen B2",
        "Top and oblique views show separated halves with exposed interior. Reviewer marks a confirmed split in this practice set."
      ],
      [
        "DP3",
        "Lentil specimen L1",
        "Top view shows a pale region; oblique view missing and no lentil-specific review label supplied."
      ]
    ],
    "question": "Which specimens have reviewed glare or split labels, and can L1 inherit either bean label from its pale appearance?",
    "answer": "DP1's second view and review support glare on intact B1. DP2 has an explicit split label supported by both views of B2. DP3 provides only an ambiguous top view of another commodity, so L1 remains unresolved. Do not assign the bean label from a similar pale region alone. Keep commodity, specimen identity and view sufficiency attached to each feature rather than claiming an official grade or universal visual rule.",
    "failureModes": [
      "Classifying every pale region as exposed interior.",
      "Transferring labels between beans and lentils without the needed view or commodity-specific review."
    ],
    "fields": [
      [
        "Commodity and specimen ID",
        "Defines the object under review."
      ],
      [
        "View, lighting and feature region",
        "Makes appearance interpretable."
      ],
      [
        "Reviewer label and evidence sufficiency",
        "Separates confirmed from unresolved cases."
      ]
    ],
    "holdout": "Use a different original lighting setup with B1's glare reduced. Require the intact label to follow the reviewer evidence rather than a fixed brightness threshold.",
    "boundary": "Use owned seeds and original annotations. Exclude supplier codes, private grade reports and copied handbook figures."
  }
}