{
  "title": "Automotive stamping data for AI die-side and revision records",
  "source_page": "https://fiund.com/industries/automotive-stamping-die-side-revision-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A mirrored panel is not the updated side",
    "context": "An original paper panel uses one asymmetric mark. Neutral tooling labels convey version identity only.",
    "records": [
      [
        "1",
        "Rev B map",
        "With datum circle up, left-side panel has notch clockwise of square."
      ],
      [
        "2",
        "Sample ticket",
        "Sample Q assigned left, rev B."
      ],
      [
        "3",
        "Photo",
        "Circle up, square visible; notch counterclockwise. Mirror flag false."
      ]
    ],
    "question": "What can be reported about Q?",
    "answer": "Q's visible notch is opposite the left-side rev B reference when aligned by the datum, using records 1 and 3. Record 2 states the intended assignment. Record a side-geometry discrepancy without claiming the cause or that the sample is a verified right-side part.",
    "failureModes": [
      "Using absolute screen side instead of reference order",
      "Inferring the opposite production die from one mismatch"
    ],
    "fields": [
      [
        "side_assignment",
        "Selects expected reference"
      ],
      [
        "datum_marker",
        "Fixes the comparison frame"
      ],
      [
        "observed_notch_order",
        "Stores geometry separately from tooling identity"
      ]
    ],
    "holdout": "Supply a digitally mirrored frame with a true mirror flag and correct it before assessing the side.",
    "boundary": "No actual dies, panel designs, tool settings, vehicle specifications or manufacturing advice."
  }
}