{
  "title": "Apparel knitting data for AI panel and stitch review",
  "source_page": "https://fiund.com/industries/knitted-garment-panel-orientation-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Find the inside-out panel by its own marker",
    "context": "A handmade miniature garment uses removable tags on named faces. The staged image pair includes a camera reversal.",
    "records": [
      [
        "K1",
        "Pattern sketch",
        "Panel B's red removable marker belongs on its inside face."
      ],
      [
        "K2",
        "Fixture legend",
        "The face visible above the black mat is intended to be the outside during the check."
      ],
      [
        "K3",
        "Panel photo",
        "The red marker is visible above the mat on panel B."
      ],
      [
        "K4",
        "Second camera",
        "The same marker moves from image-left to image-right without the panel being flipped."
      ]
    ],
    "question": "What orientation conflict should be recorded?",
    "answer": "Panel B is presenting its inside face in the outside-facing check. K1 defines the red marker, K2 establishes the expected face, and K3 shows the conflict. K4 explains the pixel-side change without adding evidence that the knitted panel itself rotated or flipped.",
    "failureModes": [
      "Inferring handedness from image-left",
      "Using identical yarn color to override a panel-specific marker"
    ],
    "fields": [
      [
        "panel_id",
        "Associates a face marker with its intended piece"
      ],
      [
        "fixture_face",
        "Supplies orientation independent of camera"
      ],
      [
        "camera_view",
        "Explains changes in projected marker position"
      ]
    ],
    "holdout": "Move a removable marker into a loose pile next to the panel; score visibility and face linkage as distinct annotations.",
    "boundary": "Use original miniature knitwork only; exclude technical patterns under license and factory worker footage."
  }
}