I am a PhD student in Data Science and Artificial Intelligence at the University of Science and Technology of China (USTC) and the Shanghai Innovation Institute (SII), advised by Prof. Fuli Feng and Prof. Yixin Cao. My research focuses on building large language model (LLM) agents that can operate reliably over long horizons and continually improve through their own experience.