COEVO: Co-Evolving Context and Parameters for Recursive Self-Improvement
COEVO is introduced, a framework that updates model parameters from on-policy experience while adapting contextual guidance according to the state of the evolving policy, and suggests that external context should be viewed not merely as a fixed interface to a large language model, but as an adaptive component of recurs...