After analyzing the development trends of new material technology and the key priorities in foreign science and technology policies supporting new materials, this study proposed the establishment of an “Artificial Intelligence (AI) + material” innovation system with Chinese characteristics. It systematically outlined key R&D and application priorities for new materials towards 2035, along with relevant advice, aiming to provide references for advancing scientific and technological innovation in the new material field.