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Judging whether and how to use AI for a task

Someone with this skill for a specific task, predicts where AI will help and where it will fail (fabrication, stale knowledge, arithmetic, missing context), weighs risk, verification cost and data sensitivity, and decides whether and how to use AI, including choosing no AI, with the checks that follow.