M em ^2 E volve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
Zihao Cheng · Zeming Liu · Yingyu Shan · Xinyi Wang · Xiangrong Zhu · Yunpu Ma · Hongru WANG · Yuhang Guo · Shuai Chen · Yunhong Wang
摘要
While large language model–powered agents can self-evolve by accumulating experience or by dynamically creating new assets (i.e., tools or expert agents), existing frameworks typically treat these two evolutionary processes in isolation. This separation overlooks their intrinsic interdependence:...