{
  "title": "Harvest imagery for AI from strawberry fields and greenhouses",
  "source_page": "https://fiund.com/industries/specialty-crop-harvest-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Fruit visibility and an expert's pick decision are separate labels",
    "context": "A proposed strawberry task uses original textual plant and fruit annotations. No footage or physical picking is performed, and fictional labels do not establish agronomic harvest rules.",
    "records": [
      [
        "HC1",
        "Plant A frame annotations",
        "Fruit F1 fully visible, reviewer decision PICK under a stated original practice rubric. F2 partly leaf-occluded, reviewer decision UNRESOLVED because the needed surface is hidden."
      ],
      [
        "HC2",
        "Action sequence",
        "Confirmed fictional action removes F1; F2 remains. Camera stays on the same plant, with adjacent frames linked to the same sequence."
      ],
      [
        "HC3",
        "Evaluation split draft",
        "Training uses frame 1 of Plant A; test uses neighboring frame 2 of Plant A. A separately staged Plant B sequence is available but unused."
      ]
    ],
    "question": "Which fruit has a supported pick label, why is F2 unresolved, and what weakness does the draft evaluation split have?",
    "answer": "HC1 supports F1's reviewer-assigned PICK label and HC2's corresponding action. F2 is unresolved because relevant surface evidence is occluded; remaining on the plant does not prove unripe status. HC3's neighboring frames share the same plant and sequence, making them a weak test of transfer to another growing condition. Hold out the separately staged Plant B sequence and preserve visibility, decision and action as distinct labels.",
    "failureModes": [
      "Treating every unpicked or occluded fruit as a confirmed negative readiness label.",
      "Testing on adjacent frames of the training plant and claiming generalization to new conditions."
    ],
    "fields": [
      [
        "Plant, fruit and sequence ID",
        "Supports object and split grouping."
      ],
      [
        "Visibility and expert decision basis",
        "Separates image sufficiency from readiness."
      ],
      [
        "Action confirmation and evaluation partition",
        "Connects the demonstration to a checkable task."
      ]
    ],
    "holdout": "Use a different authorized row or cultivar with its own reviewed rubric. Report task transfer separately from performance on familiar neighboring frames.",
    "boundary": "Use approved rows or synthetic task descriptions. Clear grower and participant rights; exclude coordinates, cultivar trials and unapproved people or operating equipment."
  }
}