{
  "title": "Soybean and oilseed sample data for AI quality review",
  "source_page": "https://fiund.com/industries/oilseed-grading-sample-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A shared ticket layout does not make soybean and sunflower evidence interchangeable",
    "context": "Original sample cards and fictional image annotations use owned seed aliases. No official grade, commercial pricing record or real inspection certificate is reproduced.",
    "records": [
      [
        "OS1",
        "Soybean sample",
        "Lot L-S, test portion S1, day 2. Reviewer marks visible feature F under stated soybean practice method M-S."
      ],
      [
        "OS2",
        "Sunflower sample",
        "Lot L-F, test portion F1, day 2. Same ticket layout, but commodity sunflower and no method or reviewed feature label supplied."
      ],
      [
        "OS3",
        "Loose close-up",
        "Image description shows feature resembling F but lacks test-portion ID. No parent image or lot map supplied."
      ]
    ],
    "question": "Which lot has a linked reviewer-labeled feature, and can the sunflower or loose image inherit that method and label?",
    "answer": "OS1 links feature F to soybean portion S1 and lot L-S under M-S. OS2's identical ticket layout does not supply a sunflower method or authorize applying M-S to F1. OS3 lacks the sample link needed for lot attribution. Keep those two gaps separate: sunflower needs an appropriate stated method and review, while the loose close-up needs provenance. No official commodity grade follows from the fixture's local feature label.",
    "failureModes": [
      "Applying one commodity's inspection labels because another uses the same form layout.",
      "Treating an unlinked close-up as evidence for a commercial lot."
    ],
    "fields": [
      [
        "Lot, commodity and test portion",
        "Defines sample identity."
      ],
      [
        "Method and reviewer feature",
        "Records the label's context."
      ],
      [
        "Image parent and missing association",
        "Supports or limits lot attribution."
      ]
    ],
    "holdout": "Provide a sunflower-specific reviewed method but keep the loose image unlinked. Require method completeness to improve without inventing its lot.",
    "boundary": "Use retained owned samples or synthetic cards. Exclude farm locations, counterparties, treatments and price-linked grades; clear buyer or lab certificates separately."
  }
}