Red Queen Gödel Machine co-evolves AI agents and judges, raising performance
Unlike static benchmarks, the Red Queen Gödel Machine lets the evaluation criterion evolve alongside the agent, using epoch‑bound utilities. On coding tasks it cuts token use by up to 1.7× while raising pass rates, and on AI‑written papers and Olympiad proofs it nearly doubles acceptance or accuracy.