The iterative upgrading of artificial intelligence (AI) technology injects new momentum into the innovation of physical education theory teaching in colleges and universities, creating opportunities for optimizing teaching models. As a core theoretical course in physical education majors, “School Physical Education” faces challenges such as low student engagement, a lack of personalized guidance, and monotonous teaching methods in its traditional teaching model, which restricts the improvement o