The landscape of artificial intelligence is rapidly evolving, with Edge AI emerging as a promising force. By integrating AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the origin. This distributed approach liberates a wealth of benefits, making AI more available to a broad