EP287: Small models beat GPT-4o with Role-Agent

Title: Role-Agent: Bootstrapping LLM Agents via Dual-Role EvolutionSource: http://arxiv.org/abs/2606.10917v1Summary:The Role-Agent framework introduces a dual-role evolution cycle where an LLM functions as both agent and environment to bootstrap its own reasoning capabilities. This novel agentic framework addresses the limitations of static training data by enabling self-correcting co-evolution through internal state prediction and failure mode analysis.