The rise of Edge AI signifies a profound shift away from centralized analysis models. Instead of relying solely on distant cloud servers, Edge AI brings cognition closer to the origin of data – whether that's a surveillance camera, a industrial robot, or a autonomous vehicle. This decentralized approach minimizes delay, enhances confidentiality,