{
  "title": "Laundromat loading and unloading task video for AI",
  "source_page": "https://fiund.com/industries/laundromat-cycle-capture-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Closing the door does not show whether the last textile was loaded",
    "context": "Business-owned clean practice textiles and an unplugged demonstration unit support original handling clips. No actual wash cycle, customer garment or payment data is recorded.",
    "records": [
      [
        "LM1",
        "Sorting view",
        "Items A, B and C tagged and visible on the practice table."
      ],
      [
        "LM2",
        "Loading clip",
        "A and B visibly enter the unit. C moves toward the opening but is hidden by the door; door then closes."
      ],
      [
        "LM3",
        "Unloading clip",
        "A and B visible coming out. Final interior and C are not shown; no powered-cycle log supplied."
      ]
    ],
    "question": "Which loading and unloading events are observed, and does door closure establish C's inclusion or a completed wash cycle?",
    "answer": "LM2 visibly supports loading A and B, while C's final placement is obscured. LM3 visibly supports unloading A and B without resolving C or the unseen interior. Door closure does not establish C's inclusion, an empty final unit or an actual completed wash cycle. Preserve the handling sequence and visibility gap rather than adding operating states absent from this unplugged demonstration.",
    "failureModes": [
      "Inferring the last item's destination after it becomes occluded.",
      "Treating a closed door or paired loading/unloading clips as evidence of a powered cycle."
    ],
    "fields": [
      [
        "Tagged textile identity",
        "Connects objects across clips."
      ],
      [
        "Loading and unloading time spans",
        "Separates observed handling events."
      ],
      [
        "Door occlusion and interior coverage",
        "Makes missing final-state evidence explicit."
      ]
    ],
    "holdout": "Show a second station layout where C is visibly set aside before closure. Test whether the model follows the new destination rather than the repeated door action.",
    "boundary": "Use owned clean textiles and an unplugged unit. Exclude customers, identifying garment marks, payments and live machine controls."
  }
}