Self-taught builder in Minneapolis. Thirty years making trust that survives: first in typography and network service, then online. When AI arrived I built a research assistant that lied to me while telling me I was brilliant, and separating the real signal from the flattery became the whole problem. So I built the correction: a framework where a claim that cannot show its evidence cannot move forward. Code: github.com/regsaddler