{
  "title": "Specialized auto repair diagnostic and recheck data for AI",
  "source_page": "https://fiund.com/industries/specialized-auto-diagnostic-recheck-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A changed test mode can prevent a before-and-after diagnostic comparison",
    "context": "A shop-owned paper trainer simulates diagnostic labels and measurements. It contains no vehicle control, repair instruction, OEM screen or real service procedure.",
    "records": [
      [
        "SDR1",
        "Trainer case A before/after",
        "Before reading 8 units and after 3, both mode M, condition C, tool T; reviewed source links the same trainer case."
      ],
      [
        "SDR2",
        "Trainer case B pair",
        "Before 8 under M/C/T; after 2 under different mode N. No M-to-N equivalence supplied."
      ],
      [
        "SDR3",
        "Review scope",
        "A recheck verifies the stated same-mode observation only. No general operating-performance or return-to-service approval supplied."
      ]
    ],
    "question": "Which pair supports a same-mode recorded difference, and can B's lower after-value prove a larger repair improvement?",
    "answer": "SDR1 supports a five-unit recorded difference for A under matched mode, condition and tool. SDR2 changes B's mode to N without equivalence evidence, so its apparent six-unit difference is not a supported like-for-like improvement. SDR3 limits the review to the stated observation and supplies no broader operating approval. Keep measurement traceability and conditions with the result rather than treating the tool's presence or lower number as proof of repair success.",
    "failureModes": [
      "Ranking repair outcomes from numerical differences across unmatched test modes.",
      "Treating a documented recheck as a general performance or service-release approval."
    ],
    "fields": [
      [
        "Trainer and observation identity",
        "Defines the before/after pair."
      ],
      [
        "Test mode, tool and conditions",
        "Preserves comparison basis."
      ],
      [
        "Reviewed result and approval scope",
        "Limits the inference to what was checked."
      ]
    ],
    "holdout": "Keep mode fixed but change the stated condition or tool scale. Require the model to revisit comparability rather than checking only the mode name.",
    "boundary": "Use original simulated trainer records. Exclude VINs, customers, OEM displays, protected procedures and unapproved tool imagery."
  }
}