{
  "title": "Gypsum product data for AI panel-type and edge-label review",
  "source_page": "https://fiund.com/industries/gypsum-panel-type-edge-label-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "An edge print with a different taper code",
    "context": "An owned paper panel model uses invented edge and type markings. There are no real fire or assembly ratings.",
    "records": [
      [
        "1",
        "Order card",
        "Model G5, edge style T."
      ],
      [
        "2",
        "Edge image",
        "G5 visible beside style code S; corner cut off."
      ],
      [
        "3",
        "Legend",
        "T and S are distinct fictional styles; missing corner has no bearing on the legible print."
      ]
    ],
    "question": "Which fields agree and conflict?",
    "answer": "Model G5 matches between records 1 and 2. The observed S edge code conflicts with the ordered T under record 3. The crop does not prevent reading those fields, but it cannot establish the panel's geometry or any performance rating.",
    "failureModes": [
      "Treating correct model as an exact item match",
      "Using an edge print to assert an unmeasured property"
    ],
    "fields": [
      [
        "panel_model",
        "Identifies the base product"
      ],
      [
        "edge_style_code",
        "Disambiguates ordered options"
      ],
      [
        "printed_vs_measured",
        "Separates text evidence from geometry"
      ]
    ],
    "holdout": "Give an image where the type code is visible but the edge code is clipped; require only the readable match.",
    "boundary": "No authentic marks, building code analysis, installation guidance or tested performance."
  }
}