The Red Queen Gödel Machine organizes recursive self-improvement into epochs with fixed intra-epoch evaluation while allowing utility evolution at boundaries, yielding reported gains on coding, paper writing, and proof tasks over prior self-improving agents.
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The Red Queen G\"odel Machine: Co-Evolving Agents and Their Evaluators
The Red Queen Gödel Machine organizes recursive self-improvement into epochs with fixed intra-epoch evaluation while allowing utility evolution at boundaries, yielding reported gains on coding, paper writing, and proof tasks over prior self-improving agents.