{
  "title": "Berry harvest and handling images for AI review",
  "source_page": "https://fiund.com/industries/berry-handling-inspection-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A new visible blemish can be documented without proving its cause",
    "context": "Original tray and berry aliases illustrate a staged visual-review task. Text annotations substitute for images here; no picking crew, packout data or real grading decision is represented.",
    "records": [
      [
        "BH1",
        "Tray A before view",
        "Berry A1 has no visible dark patch on the photographed face. Opposite side not shown; tray identity card present."
      ],
      [
        "BH2",
        "Tray A after view and handling log",
        "Same face of A1 has a visible dark patch. Log records a tray transfer between views but no observation establishing how the patch formed."
      ],
      [
        "BH3",
        "Tray B single view",
        "Berry B1 shows a similar patch. No before image or transfer record supplied for B."
      ]
    ],
    "question": "Which appearance change is supported for A1, and what can be inferred about the cause or B1's earlier condition?",
    "answer": "BH1 and BH2 support a newly visible patch on the matched photographed face of A1. They do not show the opposite side or establish that the logged transfer caused it. BH3 supports a patch observation on B1 at one time, with no evidence of when it appeared. Score identity, observed appearance and causal uncertainty separately rather than treating a temporal sequence or similar-looking patch as proof of handling damage.",
    "failureModes": [
      "Converting a before-after appearance difference into a verified cause.",
      "Applying one tray's history to another berry with a similar blemish."
    ],
    "fields": [
      [
        "Tray, berry and photographed face",
        "Establishes the comparison target."
      ],
      [
        "Capture time and visible feature",
        "Documents the observed change."
      ],
      [
        "Handling event and causal evidence state",
        "Separates chronology from explanation."
      ]
    ],
    "holdout": "Add a before view where A1's face is occluded. Require the new-appearance claim to be qualified by the missing visibility.",
    "boundary": "Use owned fruit, cleared staging and original labels. Exclude worker images, locations, rejection reports and commercial packout figures; real collection requires farm and packer authority."
  }
}