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 point of data – whether that's a surveillance camera, a manufacturing robot, or a self-driving vehicle. This decentralized methodology minimizes delay, enhances securit