{
  "title": "Cookware manufacturing data for AI layer and handle evidence",
  "source_page": "https://fiund.com/industries/metal-cookware-layer-handle-record-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A handle swap does not change the body record",
    "context": "Original silhouettes represent two fictional cookware assemblies. No food-contact, thermal or mechanical property is modeled.",
    "records": [
      [
        "1",
        "Assembly map",
        "Variant C1 uses body B2, base K2 and handle H4; C2 differs only in handle H5."
      ],
      [
        "2",
        "Traveler",
        "Body B2 and base K2 logged; installed handle H5."
      ],
      [
        "3",
        "Photo",
        "Side view obscures the base; H5 tag visible."
      ]
    ],
    "question": "Which variant configuration does the traveler describe?",
    "answer": "The recorded combination maps to C2 under records 1 and 2. Record 3 visibly corroborates H5 but does not verify the hidden base. If the intended order was C1, the distinguishing mismatch would be the handle, not a documented body or base change.",
    "failureModes": [
      "Inferring every component from the product silhouette",
      "Calling a hidden base visually confirmed"
    ],
    "fields": [
      [
        "component_role",
        "Separates body, base and handle"
      ],
      [
        "installed_handle_id",
        "Disambiguates the variants"
      ],
      [
        "image_coverage",
        "Distinguishes direct view from traveler evidence"
      ]
    ],
    "holdout": "Show a handle with a removed tag and a distinctive silhouette; require a documented feature map before claiming identity.",
    "boundary": "No branded cookware, actual layer composition, use advice or performance claims."
  }
}