Zhongli Kewei (Suzhou) New Materials Co., Ltd. is a high-tech enterprise based on non-equilibrium materials science and driven by artificial intelligence as its core force. It focuses on the research, production and sales of high-performance special aluminum alloys and magnesium alloys. The company adheres to the concept of "materials as data, research as computation", and through its independently developed "Material Artificial Intelligence Body", integrates advanced AI models such as physical information neural operators and multi-scale graph attention networks, to build a complete chain intelligent R&D system of "formula design - process optimization - performance prediction - feedback iteration", effectively improving R&D efficiency and helping materials science move towards a new stage of intelligence.