The Resolution of the Central Committee of the Communist Party of China on Further Deepening Reform Comprehensively to Advance Chinese Modernization proposes to coordinate and advance the integrated reform of the systems and mechanisms for education, science and technology, and talent. The construction and development of the new era have put forward higher requirements for the quality of training top-notch innovative talents for engineering graduate students, bringing new missions, opportunities, and challenges to graduate education. Taking civil engineering discipline as an example, in view of the existing talent cultivation mode of engineering in China, there are many problems such as poor articulation in the cultivation process, weak independent innovation ability, and low quality of talent cultivation, and the cultivation concept of realizing the ultimate goal of cultivating top-notch innovative talents has been formed. Based on the characteristics and connotation of engineering top-notch innovative talents, from the perspective of manager, implementer and beneficiary, and based on the service of the national innovation-driven development strategy, we have constructed the implementation path of the three-in-one top-notch innovative talents cultivation community of the government level, school level and postgraduate student level, in order to provide new ideas, new paradigms and new paths for the construction of cultivation community of engineering and technology top-notch innovative talents in the new era.