System-on-Chip designers are dedicating up to 30% of die area to Neural Processing Units, marking a shift from raw CPU clock speeds to localized inference performance.
Latency and Privacy Benefits
Running generative tasks directly on mobile silicon reduces response times from seconds to milliseconds while maintaining user data within the device sandbox.
Thermal Constraints
Hardware engineers face significant thermal throttling challenges, requiring new vapor-chamber cooling designs to sustain peak NPU workloads during extended processing tasks.