Addressing the challenges of integrating industry and education, this research unveils a knowledge monitoring model aimed at refining the talent cultivation process, particularly in higher trade colleges and universities in China. The “2+1” model is developed in response to issues such as ineffective teaching practices, an abundance of practical courses without depth, and weak university-industry collaboration. Based on a comprehensive analysis of the talent cultivation demand and integration policies, this model employs a multi-scale integration network to foster a meaningful fusion of industry and education. Through case study evaluation, a strong positive correlation (0.727, significant at the 0.01 level) between overall satisfaction and the accomplishment of skills cultivation highlights the model’s effectiveness. This contribution not only advances our understanding of talent development in vocational education but also has significant implications for the broader application of industry-education collaborative models.