Harnessing Agentic Evolution. - Jiayi Zhang 017; Yongfeng Gu; Jianhao Ruan; Maojia Song; Yiran Peng; Zhiguang Han; Jinyu Xiang; Zhitao Wang; Caiyin Yang; Yixi Ouyang; Bang Liu 003; Chenglin Wu 001; et al. (CoRR, 2026)