Feng Pan is a PhD candidate at Hong Kong Baptist University, supervised by Professor Pong C Yuen. His research interests lie at the intersection of artificial intelligence, drug discovery, and computational biology. He focuses on developing advanced machine learning and agent-based approaches to model biomolecular interactions, improve molecular generation, and enable mechanism-aware therapeutic design. His work integrates deep learning architectures, large language models, and embodied intelligence to address challenges in data efficiency, interpretability, and cross-domain generalisation. Beyond methodological innovation, he is committed to building practical artificial intelligence (AI) systems that bridge scientific knowledge with real-world biomedical applications.