{
  "title": "Malt manufacturing data for AI analysis-sheet interpretation",
  "source_page": "https://fiund.com/industries/malt-analysis-unit-context-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A typical analysis cannot replace a lot-specific result or its missing unit",
    "context": "An original ingredient-record fixture uses invented malt names, property codes and practice units. No actual malt, recipe, processing profile, buyer or acceptance decision is included.",
    "records": [
      [
        "MAU1",
        "Typical product sheet",
        "Family M lists typical property D as 20 U. Explicitly not tied to any delivered lot."
      ],
      [
        "MAU2",
        "Matched delivery L1",
        "Lot L1 certificate records D=18 U under original method M1 and date day 2. Delivery explicitly cites that certificate."
      ],
      [
        "MAU3",
        "Lot L2 report",
        "L2 lists bare D=18, unit absent and method unstated. No reviewed equivalence to L1 or the typical sheet."
      ]
    ],
    "question": "Which value supports L1's delivery-specific D statement, and can L2 be compared to it from the equal numeral?",
    "answer": "MAU2 supports L1's actual fixture value of 18 U under its stated method and date. MAU1's typical 20 U is family context, not a replacement certificate. MAU3 leaves L2's unit and method unknown, so equal 18 numerals do not establish comparability. Cite the exact lot-specific source and ask for missing context rather than inherit a unit from the typical sheet or infer actual ingredient quality or acceptance.",
    "failureModes": [
      "Using a typical analysis as the delivered lot's result.",
      "Comparing bare numbers while omitting a missing unit or test method."
    ],
    "fields": [
      [
        "Family, lot and document status",
        "Defines applicability."
      ],
      [
        "Property, unit and method",
        "Preserves meaning."
      ],
      [
        "Analysis date and unresolved comparison",
        "Limits the claim."
      ]
    ],
    "holdout": "Use an unseen malt alias and reorder the table. Require the exact delivery reference and property field to control the answer.",
    "boundary": "Use original synthetic tables. Exclude recipes, proprietary profiles and customer correspondence; qualified staff retain real acceptance decisions."
  }
}