Learning from nature is an eternal theme in natural science. In this report, researcher Jiang Lei was inspired by the efficient energy conversion mechanism of living organisms and delved deeply into the connection between biological ion channels and efficient energy conversion in living organisms. He revealed the crucial role of ion channels in biological information storage and output, as well as the high efficiency of enzyme channels in the synthesis of life substances. These discoveries not only enhance our understanding of the intrinsic working mechanism of living organisms, but also provide a theoretical basis for the development of new efficient energy conversion materials and low-energy consumption artificial intelligence technologies. They are of great significance for promoting the development of life science and technological innovation.