In order to implement the important deployment of the Central Committee of the Communist Party of China and the State Council to accelerate the development of the new generation of artificial intelligence, we actively explore the first-mover advantages of China's construction industry development in the context of artificial intelligence, as well as the current urgent problems that need to be considered and solved. The rapid development of artificial intelligence urgently requires timely follow-up of architectural education. This study aims to achieve the cross integration and collaborative innovation of artificial intelligence and the construction of civil and water conservancy master's program. Civil and water conservancy master's students are selected as the research object, and the basic theory of artificial intelligence is integrated into the construction of civil and water conservancy master's program. In response to the current situation of incomplete talent cultivation models and plans for civil and water conservancy master's programs, as well as a shortage of teaching staff, We have designed a talent training goal and plan for the Master of Civil and Water Conservancy program that is in line with the development of artificial intelligence. We have planned a course system and practical platform for the cross integration of artificial intelligence and the construction of the Master of Civil and Water Conservancy program. We have proposed the construction of a professional teaching team under the background of artificial intelligence+, and explored and practiced new teaching models and methods for the cross integration of artificial intelligence and the construction of the Master of Civil and Water Conservancy program. Through the "integrated development" of disciplinary construction and the "precise coupling" of curriculum system construction, we aim to form a new model of "artificial intelligence+X" composite talent cultivation, and focus on improving the level of graduate training in the field of artificial intelligence through combined innovation. By combining cutting-edge knowledge of artificial intelligence, we will further enhance students' ability to integrate artificial intelligence with professional courses in a targeted manner. By establishing a long-term and sustained ability improvement plan, we will lay the foundation for the integration and sustainable development of artificial intelligence and civil water conservancy master's programs, and provide more sufficient talent support for China to seize the forefront of world science and technology.