Digital intelligence empowerment is the current development trend of talent cultivation in colleges and universities. By integrating digital intelligence technologies with industry-research practices, it is of great significance for cultivating design talents with digital intelligence technological innovation capabilities. This study takes the "Bringing Culture/Science and Technology/Hygienic Health to the Countryside" practical activities of Guangdong Province's "Hundred-Thousand-Million Project" as a case, explores the organizational mechanism of multi-subject collaboration among "villages and towns - enterprises - universities", introduces the workflow and evaluation framework of PDCA theory, and conducts efficient process management of the project. The team has explored digital intelligence technologies that integrate professional skills in architecture, planning, and landscape architecture, including the construction of digital platforms, the planning of agricultural, cultural, and tourism activities, point cloud data mapping, the construction of digital models, virtual space scenes, and the collaborative design of AIGC-IP and scenes. From the three dimensions of industry, space, and brand, it deeply empowers the integrated development of rural agriculture, culture, and tourism. Through the model of "professional design + digital intelligence empowerment", it provides an organizational mechanism and technical solution with reference value for rural protection and development as well as the upgrading of characteristic industries.