On October 19-20, the 2024 Academic Annual Conference of the Shanghai Society for Bioinformatics was held at Shanghai Jiao Tong University (Minhang Campus). In the afternoon session of the 19th, which focused on protein design and structure prediction, Dr. Yaoqi Zhou presented a report titled "Overcoming the Limitations of AI in Protein Structure Prediction through Deep Mutational Scanning."