The rise of Boundary 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 surveillance camera, a industrial robot, or a autonomous vehicle. This decentralized strategy minimizes delay, enhances privacy, and r