The rise of Edge AI signifies a profound shift away from centralized processing models. Instead of relying solely on distant cloud servers, Edge AI brings intelligence closer to the origin of data – whether that's a monitoring camera, a manufacturing robot, or a self-driving vehicle. This decentralized methodology minimizes lag, enhances privacy,