
Co-Evolving LLM Agents Excel in Long-Horizon Game Tasks
Researchers developed a novel approach for LLMs to co-evolve decision-making and skill banks, significantly improving performance in complex, long-horizon game environments. This method addresses key challenges in multi-step reasoning and delayed rewards.