{
  "title": "Grain drying and bin condition records for AI review",
  "source_page": "https://fiund.com/industries/grain-drying-bin-condition-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A later deep-bin reading cannot describe every portion of an earlier lot",
    "context": "An abstract dryer-to-bin diagram and synthetic moisture records illustrate source association. No facility layout, operating equipment, bin entry or actual storage advice is involved.",
    "records": [
      [
        "GD1",
        "Transfer map",
        "Lot L leaves dryer and splits into Bin A and Bin B on day 1. Explicit child references A-L and B-L."
      ],
      [
        "GD2",
        "Verified sample",
        "Day 1, A-L near-surface sample: 13 practice percent moisture, reviewer-confirmed source and method."
      ],
      [
        "GD3",
        "Later readings",
        "Day 3, Bin B at deeper position after another lot was added: 15 percent. Nearby sensor reports 14 percent but calibration and exact sample location are unknown."
      ]
    ],
    "question": "Which reading supports the day-1 A-L surface question, and can the other readings replace it or characterize all of L?",
    "answer": "GD2 directly matches day 1, child A-L and the near-surface location. GD3 concerns a different bin, depth, time and later mixed contents, so it cannot replace that sample or characterize every original portion of L. The nearby sensor adds uncertain calibration and location. Preserve each measurement's scope and flag broader lot-level questions for staff rather than treating all nearby moisture values as interchangeable evidence.",
    "failureModes": [
      "Applying a local sample to every bin portion of a split lot.",
      "Replacing an earlier verified sample with a later mixed-bin or uncalibrated sensor value."
    ],
    "fields": [
      [
        "Lot, bin child and transfer time",
        "Defines the material association."
      ],
      [
        "Sample depth, date and method",
        "Limits the observed condition."
      ],
      [
        "Calibration and later additions",
        "Exposes comparison gaps."
      ]
    ],
    "holdout": "Supply a second verified day-1 B-L surface sample. Require separate location findings before making any explicitly defined aggregate.",
    "boundary": "Use original simulations only. Exclude layouts, telemetry IDs, customer terms and operating instructions; no access to a grain bin is required."
  }
}