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 origin of data – whether that's a monitoring camera, a factory robot, or a autonomous vehicle. This decentralized approach minimizes latency, enhances security, and