Xuanyu Yue is a visiting research student in the BCML Lab at Heriot-Watt University, collaborating with Prof. Wei Pang on LLM agent systems. He is currently completing his Master of Information Technology at UNSW Sydney. His research interests are LLM agents, the reliability of LLM reasoning over numerical evidence, and time series forecasting.