The revitalization of rural education is both an inherent requirement and an essential mission for building a high-quality education system. Intelligent technologies play a pivotal supporting and leading role in advancing rural education (Xu & Zhang, 2023). These technologies not only drive the transformation of educational models and the restructuring of educational ecosystems but also enhance the quality and standards of rural education, thereby fostering innovative paradigms in its development.