@article{flexcontinuousagentevolutionviaforwardle, title = {FLEX: Continuous Agent Evolution via Forward Learning from Experience}, author = {Zhicheng Cai and Xinyuan Guo and Yu Pei and Jiangtao Feng and Jinsong Su and Jiangjie Chen and Ya-Qin Zhang and Wei-Ying Ma and Mingxuan Wang and Hao Zhou}, year = {2025}, eprint = {2511.06449}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.06449}, }