What are the biggest hidden challenges with on-device AI deployment for continuous inference?
The biggest hidden challenges are battery drain and thermal management. Continuous inference pushes the NPU hard, causing rapid power consumption and heat buildup. This triggers the device's thermal protection systems to throttle performance, which paradoxically increases latency and creates unpredictable user experience.