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), proves it on data it was never shown , and refuses to stamp anything it can't verify exactly . Every output comes with a signed, falsifiable certificate. https://github.com/jiannotti5040/chiron submitted by /u/justkidding1...