{
  "title": "Institutional furniture data for AI room and kit assignments",
  "source_page": "https://fiund.com/industries/institutional-furniture-room-kit-assignment-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A correct total can still leave one room short",
    "context": "A fictional training center uses two room kit IDs and a neutral schedule, without identifying occupants.",
    "records": [
      [
        "1",
        "Room schedule",
        "Room A needs two kit K1; room B needs one K2."
      ],
      [
        "2",
        "Packing manifest",
        "A receives one K1 and one K2; B receives one K1."
      ],
      [
        "3",
        "Warehouse total",
        "Two K1 and one K2 picked."
      ]
    ],
    "question": "What does the location-level reconciliation show?",
    "answer": "The total inventory agrees with record 1, but record 2 misallocates one K1 and one K2. A is short one K1 and has an extra K2; B has K1 instead of K2. Reassign by room rather than treating record 3 as completion.",
    "failureModes": [
      "Reconciling totals without room-level scope",
      "Ignoring a surplus in one room paired with a shortage elsewhere"
    ],
    "fields": [
      [
        "room_id",
        "Defines destination grain"
      ],
      [
        "kit_type",
        "Distinguishes configurations"
      ],
      [
        "quantity_by_room",
        "Surfaces allocation errors"
      ]
    ],
    "holdout": "Add a staged carton with no delivery scan; keep it separate from confirmed room receipts.",
    "boundary": "No actual site plans, student or worker identities, installation details or accessibility claims."
  }
}