Most AI evaluation ends with a score. That is useful, but it does not answer a narrower question: is this particular output strong enough to release without asking a person again? I built Chiron for the cases where the answer can be established exactly…

A verification system for machine intelligence that prioritizes certainty over confidence. Most AI systems generate an answer and hope you trust it. Chiron inverts that: it tries to recover the exact underlying rule (via Minimum Description Length), pr…

Here’s a sample of work I’ve been doing. I have when four full books on this. I have a bunch of equations on signal detection as well. Direct message me with questions. Harmony (bounded value): H(x) = (M * C * T) / (1 + M * C * T) • M = material payo…