{
  "title": "Livestock wholesale movement records and group counts for AI",
  "source_page": "https://fiund.com/industries/livestock-wholesale-group-movement-count-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A corrected group count does not identify every individual without a roster",
    "context": "A fictional movement packet uses invalid training aliases and artificial counts. No live animal, farm, customer, health document or movement authorization is present.",
    "records": [
      [
        "LWM1",
        "Group A departure",
        "Count three with listed individuals DEMO-1, DEMO-2, DEMO-3. Exact fictional group reference."
      ],
      [
        "LWM2",
        "A receipt and correction",
        "Receipt export initially lists four rows because DEMO-2 appears twice. Authorized correction removes the duplicate, retaining unique DEMO-1/2/3."
      ],
      [
        "LWM3",
        "Group B",
        "Matched group-level departure and receipt both count two. No individual list, tag crosswalk or link to A."
      ]
    ],
    "question": "Which counts reconcile after correction, and for which group can individual continuity be established?",
    "answer": "LWM2's correction reduces A's four receipt rows to three distinct individuals matching LWM1. Preserve the duplicate as historical error rather than treat it as a fourth animal. LWM3 reconciles B's aggregate two-to-two count but lacks the roster needed to verify individual continuity. Report group and individual evidence separately, without assuming that equal counts identify the same members or authorize any real movement.",
    "failureModes": [
      "Counting a duplicated individual reference as an extra received unit.",
      "Inferring exact individual continuity from balancing group totals without a roster."
    ],
    "fields": [
      [
        "Group and invalid individual IDs",
        "Defines identity levels."
      ],
      [
        "Departure/receipt count and correction",
        "Supports reconciliation."
      ],
      [
        "Roster presence and unresolved continuity",
        "Limits the claim."
      ]
    ],
    "holdout": "Give B a two-member receipt roster but no departure roster. Require receipt identities to be reported without proving cross-stage continuity.",
    "boundary": "Use original fictional records. Exclude animal footage, farms and health records; qualified staff retain all actual movement decisions."
  }
}