Chiron: Exact recovery + held-out verification + refusal engine (public repo + prototype live)
Chiron: Exact recovery + held-out verification + refusal engine (public repo + prototype live)

Chiron: Exact recovery + held-out verification + refusal engine (public repo + prototype live)

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/justkidding1908
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