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Typed errors as feedback
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Typed errors as feedback
Red-team lab: give every tool failure a type (respond to model, retry later, fatal), decide the type from what failed rather than from letters or counts, write the error message as the retry instruction, and scrub secrets before anything is written. Then fire 9 hostile calls at the error path and read what one published report does and does not show.
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