Design of a Dynamic Generation System for Personalized Learning Resources Based on Generative AI and Sparse Attention Mechanisms

With the acceleration of the digital transformation of education, the breakthrough of Generative AI and large-scale pre-training model technology provides a brand new solution path to solve the traditional problems such as homogenisation of educational resources and low teaching efficiency. This paper proposes a dynamic resource generation framework based on Generative AI and NSA sparse attention mechanism, and constructs a dynamic generation system of personalised learning resources integrating NSA technology. It provides intelligent solutions for the education industry, helps teachers transform their role from ‘knowledge transmitter’ to ‘learning guide’, and ultimately promotes the double improvement of education equity and quality.