Smartphone chipset designers are integrating dedicated neural processing units capable of executing generative models locally without network latency. The architectural shift reduces cloud operational costs while enhancing end-user data privacy.
Thermal Constraints and Memory Bandwidth
Running 7-billion-parameter models on mobile hardware places strict thermal and memory bandwidth constraints on device design. Chipsets now incorporate unified memory architectures to achieve real-time token processing without throttling.