On October 18-19, the "SAPA-China 2024 Pharmaceutical Industry Conference," guided by the Suzhou High-tech Zone Management Committee, hosted by SAPA-China, and co-organized by the Suzhou Huqiu Guan Economic Development Zone Management Committee, was held at the Suzhou Shishan International Convention Center with the theme "Promoting Innovative Cooperation and Accelerating Industry Integration." In the AI forum of the parallel session on the morning of the 19th, Dr. Yaoqi Zhou shared a report titled "Overcoming the Limitations of AI in Protein Structure Prediction through Deep Mutational Scanning" and participated in a roundtable discussion.