> But none of this helps you solve harder problems, or distinguish between a simple solution which is wrong, and a more complex solution which is correct.

It does because hallucinations and low confidence share characteristics in the embedding vector which the small neural learns to recognize. And the fact that it continuously learns based on the feedback loop is pretty slick.