The rise of Edge AI signifies a profound shift away from centralized analysis models. Instead of relying solely on distant cloud servers, Boundary AI brings cognition closer to the source of data – whether that's a monitoring camera, a factory robot, or a autonomous vehicle. This decentralized strategy minimizes lag, enhances confidentiality, and