 This paper proposes a novel supervised evolving learning algorithm and a neuro-metasurface focusing system. This system can rapidly respond to changing incident waves and surrounding environments without any human intervention. It can also achieve adaptive focusing in different scenarios with multiple incident wave sources and scattering obstacles. This work demonstrates the unprecedented potential for real-time, fast, and complex EM wave manipulation for various purposes, such as acromatic, beam-shaping, 6G communication, and intelligent imaging. This article was offered by Huan Lu, Du Weijiao, Bin Zheng, and others.