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 smarts closer to the point of data – whether that's a security camera, a manufacturing robot, or a autonomous vehicle. This decentralized approach minimizes lag, enhances confidentiality, and