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Agentic inspection

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  • One question on the form“Is the crossarm damaged?”Detect
    Is a pole present?
    Disambiguate
    Which pole is the subject?
    Associate
    Is the component attached to it?
    Assess
    Is the condition visible here?
    Abstain
    Is this image good enough?
    Every one of these can be right while the answer is wrongA single model scores the last box. The other four are where field trust is won or lost.

    One model cannot answer an inspection question

    Utility inspection questions look like classification problems and are not. Answering one takes a chain of decisions, and only the last link is the part a model is usually trained on.

    • Agentic inspection

    Prajwal Paudyal / 18 August 2026 / 5 min

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