The rise of Edge AI signifies a profound shift away from centralized computation models. Instead of relying solely on distant cloud servers, Edge AI brings cognition closer to the source of data – whether that's Energy-efficient AI hardware a surveillance camera, a factory robot, or a autonomous vehicle. This decentralized approach minimizes late