{
  "title": "Environmental program permit and monitoring data for AI",
  "source_page": "https://fiund.com/industries/environmental-program-permit-unit-basis-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A shared parameter name is insufficient when point, unit or period changes",
    "context": "An invented permit table and monitoring values test comparison prerequisites. The exercise reaches no real compliance, enforcement or environmental-quality conclusion.",
    "records": [
      [
        "EN1",
        "Practice permit versions",
        "Point A, parameter Q: period P1 limit 10 units U; amended period P2 limit 12 U. Point B has a separate scope."
      ],
      [
        "EN2",
        "Fictional monitoring result",
        "Point A/Q/P1 result 8 U, explicitly paired to P1. No Point B result supplied."
      ],
      [
        "EN3",
        "Later result",
        "Point A/Q/P2 result 9 units V; U-to-V conversion absent. Filename mentions B but report body states Point A."
      ]
    ],
    "question": "Which numerical comparison is supported on matching scope, and what prevents using the later result for P1 or Point B?",
    "answer": "EN1 and EN2 supply matching Point A, Q, P1 and U fields, supporting a documented 8-U result compared with the stated 10-U reference. EN3 concerns P2 and uses V without a conversion, so it cannot be compared directly to the U reference or substituted into P1. Its filename does not override its Point A body. Keep the exercise's arithmetic separate from any compliance determination.",
    "failureModes": [
      "Using an amended later-period reference for an earlier observation.",
      "Comparing unlike units or assigning a result to Point B from its filename."
    ],
    "fields": [
      [
        "Monitoring point and parameter",
        "Defines the measured scope."
      ],
      [
        "Permit period and amendment",
        "Pairs a reference with its proper interval."
      ],
      [
        "Reported unit and conversion evidence",
        "Makes unsupported arithmetic visible."
      ]
    ],
    "holdout": "Provide a verified U-to-V conversion but no Point B observation. Require the system to resolve unit comparison without inventing B coverage.",
    "boundary": "Use fictitious facilities and values. Exclude protected locations, nonpublic inspections and enforcement files; actual release terms require separate review."
  }
}