Adhering to the principle of "originating from Tsinghua and serving the society", the institute builds a comprehensive AI system: with the self-developed MLOps model as the core, multimodal interaction, knowledge mapping and other technologies as an intelligent "brain"; with the industrial camera arrays and machine vision systems as the "eyes"; and with the intelligent mobile robots, industrial robotic arms and other equipment as the "torso". This AI execution matrix has been successfully applied to industrial manufacturing, smart cities, education and healthcare and other fields.