This paper focuses on ACF artificial cartilage biomimetic energy-absorbing materials, exploring the entire process from fundamental research to industrial transformation. By analyzing the key nodes and technological breakthroughs in the research and development journey, as well as the market strategies and collaboration models in the transformation practices, this study reveals the profound insights ACF provides to the technological innovation ecosystem in terms of concepts, mechanisms, and resource integration, and constructs a universally applicable and forward-looking paradigm for technological innovation. Aiming to provide comprehensive and in-depth case studies for materials science and the entire technological innovation system, facilitating the innovative development and progress in related areas.