No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning

Proposes a co-evolutionary framework that jointly optimizes the agent policy and its natural-language critic through synchronized GRPO updates, preventing the critic from becoming stale as the policy evolves.