The rise of Boundary AI signifies a profound shift away from centralized computation models. Instead of relying solely on distant cloud servers, Perimeter AI brings smarts closer to the origin of data – whether that's a monitoring camera, a industrial robot, or a driverless vehicle. This decentralized approach minimizes latency, enhances security