Discussion
Why should an agent detect when it is outside its competence?
Answer: A
An agent that knows it is uncertain can stop, ask, or take a conservative action, whereas one that does not continues to act confidently on unreliable conclusions. Calibrated uncertainty and out of distribution detection are the technical means. Automatic expansion, logging and measurability are separate matters. Knowing what one does not know is a capability rather than an absence of one, and designing for it explicitly is what separates a cautious system from a brittle one.
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