The 10th Scientific Data Conference, held from July 29th to 31st, 2025, marked a significant milestone with the joint announcement by the Institute of Automation of the Chinese Academy of Sciences and Hygon of seven cutting-edge toolchain solutions. These solutions encompass the driver and runtime components of Hygon's DCU, offering comprehensive intelligent support for intricate tasks, including neural network model training, image-text model training, and the training and inference of large language models.