As a core driver of China's high-quality economic development, new-quality productivity imposes higher requirements on industry-education integration. This study constructs a theoretical framework of innovation ecosystem to analyze the mechanism of digital-intelligent technology in optimizing resource allocation and enhancing collaborative efficiency. The digital-intelligent industry-education integration community achieves dynamic matching of enterprise-university resources through a digital twin smart platform, restructures the innovation value chain via market-oriented allocation of data factors. The proposed dual-drive strategy of institutional innovation and technological empowerment provides theoretical support and practical pathways for building an industry-education integration ecosystem guided by new quality productivity.