The rise of Boundary AI signifies a profound shift away from centralized processing 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 autonomous vehicle. This decentralized methodology minimizes lag, enhances confidentiality