This issue details the latest advances and applications of large language models in process automation, algorithm design, role-playing product design, engineering, product innovation, and market development, and demonstrates the functions and roles of the visualization tool RAGViz. It also discusses the technological advances and application scenarios of small language modeling, as well as the investment trends and challenges for enterprises in the field of generative AI.