{
  "title": "Land subdivision phase and inspection records for AI",
  "source_page": "https://fiund.com/industries/land-subdivision-phase-inspection-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Preserve an inspection's original boundary when the phase map changes",
    "context": "Abstract paper shapes stand for fictional development phases. No real parcel, survey, compliance status or land transaction is represented.",
    "records": [
      [
        "LP1",
        "Practice phase map M1",
        "Phase A covers cells 1–4; Phase B covers cells 5–8."
      ],
      [
        "LP2",
        "Dated review I1",
        "Review covers Phase A under M1. Later map M2 moves cell 4 into Phase B; no retrospective scope correction is provided."
      ],
      [
        "LP3",
        "Follow-up I2",
        "Under M2, reviewer visits cell 5 only. Cells 6–8 have no review entry."
      ]
    ],
    "question": "Which cells have documentary review evidence, and can either record be called a review of all Phase B under M2?",
    "answer": "LP1 and LP2 establish that I1 covered cells 1–4 as Phase A under M1. M2's later boundary change does not erase that historical coverage or make I1 a review of all current Phase B. LP3 separately covers cell 5. Cells 6–8 remain unevidenced, so neither record establishes a complete review of M2 Phase B, which spans cells 4–8.",
    "failureModes": [
      "Reinterpreting I1 using M2 boundaries without preserving its original map reference.",
      "Expanding a cell-5 follow-up to all of Phase B."
    ],
    "fields": [
      [
        "Map version and cell scope",
        "Retains the exact area reviewed at the time."
      ],
      [
        "Inspection date and reference map",
        "Prevents later boundaries from silently rewriting history."
      ],
      [
        "Unreviewed cells",
        "Makes incomplete phase coverage visible."
      ]
    ],
    "holdout": "Issue a follow-up covering cells 6–8 but exclude cell 4 explicitly. Ask the model to assemble documented coverage while preserving each review's version and exclusion.",
    "boundary": "Use original abstract diagrams. Exclude real surveys, addresses, site maps, commercial land records and buyer information. The exercise establishes no regulatory compliance."
  }
}