
Network jitters once drained minutes from critical workflows; now leaders ask why an AI answer should wait on a distant GPU cluster when an NPU-equipped laptop can execute in real time beside the user. In conference rooms and procurement queues, that question has become decisive as enterprises push more inference to the edge and recast the PC as a frontline










