Under the background of digital age, this study discusses the behavior debugging strategies of stakeholders in entrepreneurship education in colleges and universities. The research significance is that with the rapid development of information technology, digital collaboration has become an important force to promote the development of entrepreneurship education in colleges and universities. Through questionnaire survey and data analysis, it is found that college students' cognitive interest in innovation and entrepreneurship fluctuates regularly with time, and college entrepreneurship education should adjust curriculum design and teaching methods according to this cognitive law. The research suggests that colleges and universities should integrate the resources and advantages of teachers, students, parents, businesses, financial institutions and communities, strengthen cooperation through digital platforms, and optimize the implementation path of entrepreneurship education. At the same time, the government should provide policy support, narrow the digital gap between universities, build a cooperation platform, and promote data security and privacy protection. These strategies aim to improve the quality of education and cultivate innovative entrepreneurial talents to meet the needs of the digital age.