A new round of intelligent industrial transfor- management, user portrait, content generation, and precise reach, strengthen intelligent inter- value chain. Digital intelligence technology, action with consumers, and drive the rise of new business forms such as digital marketing, initially applied in R&D, design, and marketing services, is rapidly penetrating the middle of thecontent e-commerce, and customized services, "smile curve" from both ends. In the R&D and to “data insight". In contrast, the penetration design stage, AI accelerates the molecular mod- eling, material prediction, and product simula- pu pn, o suosunn pn sssond uufacturing stage is relatively slow. Although industrial large models, digital twins, and smart greatly shortening the innovation cycle, reduc- leading enterprises, they are still constrained by ing R&D costs, and promoting breakthroughs in frontier fields such as life sciences, new equipment heterogeneity, data silos, and high materials, and smart hardware. In the market- ing and service stage, big models enable brand