Dr. Diandong Liu is a PhD candidate at the School of Electronic Information and Artificial Intelligence, Shaanxi University of Science & Technology, supervised by Prof. Sun Lianshan. He was a Research Assistant at the Department of Computer Science and Software Engineering, Monmouth University, USA (mentored by Prof. Wang Jiacun) and at the School of Economics and Management, Nanjing University of Science & Technology (mentored by Prof. Zhu Peng). Awarded the National Scholarship for Postgraduates, he is also a co-founder of Intellectual and Mechanical Revolution. His research focuses on large-model-driven smart healthcare, trustworthy data management for large models, blockchain-enabled intelligent system supervision, and the construction and optimization of the information-technology-innovation ecosystem.