Xuebin Huang, Jianwen Shen, Biao Zhang, Qianyi Chen, and Hao Li. 2025. “The Efficacy Mechanism of AI-Driven Human-Machine Collaborative Innovation under the Three-Dimensional Interactive Framework: Mediation by Digital Capabilities, Moderation by HRM Transformation, and Empirical Evidence from Multiple Industries”. Al Lnnovations and Applications 1 (1): 46-56. https://doi.org/10.63944/7bv7.AIA.