{
  "title": "Glazing pane label and orientation data for AI",
  "source_page": "https://fiund.com/industries/glazing-pane-orientation-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Identify the pane without guessing its hidden orientation marker",
    "context": "Transparent plastic practice panels replace glass. Dummy product and edge labels make identity and orientation separate visual questions.",
    "records": [
      [
        "GP1",
        "Fictional opening schedule",
        "Opening O7 names panel P7 with arrow UP toward marker N."
      ],
      [
        "GP2",
        "Glare-affected photograph",
        "P7 product label readable; arrow and N marker obscured by glare."
      ],
      [
        "GP3",
        "Second angled photograph",
        "Arrow UP visible on a panel; product label cropped and no shared identifying marker connects it to GP2."
      ]
    ],
    "question": "Does the photo set establish P7's product identity, its scheduled orientation, or its actual placed orientation?",
    "answer": "GP2 supports the product identity P7. GP1 states P7's scheduled orientation relative to marker N, but GP2 does not show the needed orientation markers. GP3 shows an arrow on an unidentified panel and lacks a verified link to GP2. The packet therefore distinguishes known product identity and intended orientation from unresolved observed placement. It supplies no installation acceptance evidence.",
    "failureModes": [
      "Combining two unlinked views as though they show the same pane.",
      "Reporting scheduled orientation as an observed installed condition."
    ],
    "fields": [
      [
        "Product label visibility",
        "Establishes which panel a view identifies."
      ],
      [
        "Orientation reference visibility",
        "Shows whether arrow and frame reference can be compared."
      ],
      [
        "Cross-view identity link",
        "Prevents an unrelated close-up from filling missing visual evidence."
      ]
    ],
    "holdout": "Provide a continuous practice clip showing both labels before glare obscures one. Test whether the model can cite the earlier linked frames while preserving what is invisible in the final frame.",
    "boundary": "Use lightweight plastic props and cleared images. Do not handle production glazing, work at height or capture client drawings, protected specifications or reflected private information."
  }
}