I am a Ph.D. student at Huazhong University of Science and Technology (HUST), advised by Prof. Qinbin Li. I received my B.Eng. degree from HUST in 2026.
My research focuses on large language model systems and efficient agent frameworks. I am also exploring AI for Science (AI4S), particularly proteins and drug discovery, and welcome collaboration opportunities in this area.
Motivation Can we utilize statistical methods instead of relying heavily on LLM inference to select tools efficiently?
Contribution We propose AutoTool, which actively manages tool usage inertia via a Tool Inertia Graph. By selectively bypassing LLM inference, it reduces token consumption by up to 30% while maintaining competitive performance.