Abstract: The demand for innovative driving force in the new era puts forward new requirements for high-level talent cultivation. The postgraduate training model needs to keep pace with the times and actively respond to industry development and technological changes. With the aim of improving the ability to serve the society, this study, based on the current situation of graduate student cultivation, proposes a new model of school-local integration and collaborative cultivation of graduate students in a timely manner. Starting from the goal of expanding the breadth and depth of education based on the cultivation of both moral integrity and professional competence, we will deeply tap the potential of enterprise education and project education, deeply integrate graduate cultivation and enterprise growth, achieve parallel and mutual promotion of graduate cultivation and industry demand, and explore a new model of high-level talent school-enterprise integration cultivation.