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 point of data – whether that's a security camera, a industrial robot, or a driverless vehicle. This decentralized strategy minimizes delay, enhances confidentiality, and r