The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a powerful force. By integrating AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI empowers intelligence at the source. This autonomous approach liberates a wealth of advantages, making AI more