{
  "title": "Flour milling data for AI certificate and test-basis checks",
  "source_page": "https://fiund.com/industries/flour-mill-test-basis-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A certificate correction can replace ash while retaining protein and moisture fields",
    "context": "Two original flour-style lot cards use invented values and named bases. There is no actual flour, lab certificate, customer tolerance, blend recipe or product recommendation.",
    "records": [
      [
        "FMTB1",
        "Lot A certificate v1",
        "Basis B1: protein 10 practice percent, ash 0.5 percent, moisture 12 percent. Distinct named properties."
      ],
      [
        "FMTB2",
        "A correction v2",
        "Explicitly replaces only ash with 0.6 percent on B1, same lot. Protein and moisture unchanged."
      ],
      [
        "FMTB3",
        "Lot B and request",
        "B reports protein 10 percent, basis blank. Original request compares A and B protein on B1 and asks for A's current ash. No conversion provided."
      ]
    ],
    "question": "Which A fields are current, and do equal protein percentages establish a B1 match for lot B?",
    "answer": "FMTB2 sets A's ash at 0.6 percent on B1 while FMTB1 retains its 10-percent protein and 12-percent moisture. FMTB3 supplies a B protein numeral but no basis, so equal tens do not establish B1 comparability. Preserve property, lot and correction scope rather than replace all A fields or invent a conversion. Report the A values and B's missing basis without determining actual specification acceptance or product quality.",
    "failureModes": [
      "Replacing every certificate field when an amendment changes ash only.",
      "Comparing equal percentages from different or unknown reporting bases."
    ],
    "fields": [
      [
        "Lot, property and unit",
        "Defines each result."
      ],
      [
        "Reporting basis and correction scope",
        "Supports current values."
      ],
      [
        "Comparison requirement and missing input",
        "Limits the answer."
      ]
    ],
    "holdout": "Rearrange certificate columns and supply B's confirmed B1 basis. Require the protein comparison to resolve while A's ash correction remains independent.",
    "boundary": "Use original fictional data and openly stated rules. Exclude actual customer specifications and certificates; staff retain release decisions."
  }
}