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Trust and evaluation

1 article

  • What a score tells you0.91Damaged crossarm
    Not which pole. Not where on it. Not which pixels. Not whether the crossarm was even in frame. An inspector cannot act on this, and cannot correct it.
    What evidence tells youStructure
    the pole nearest frame centre, not the one behind it
    Component
    crossarm, located, with its box
    Condition
    splitting along the grain, visible in these pixels
    Provenance
    which model, which version, which prompt

    Evidence beats confidence

    A probability tells you how sure a model is. It does not tell an inspector what to look at, and it cannot be corrected. What field trust actually requires is a chain of evidence attached to every answer.

    • Trust and evaluation

    Prajwal Paudyal / 18 August 2026 / 5 min

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