Mobile hardware architectures are evolving rapidly as chip designers integrate higher-capacity neural processing units (NPUs) into standard system-on-chip designs. This architectural pivot reduces dependence on cloud infrastructure for generative features.
Thermal Efficiency and Battery Impact
Running complex models locally introduces thermal management and power consumption challenges. Device manufacturers are responding with hybrid execution frameworks that route lightweight tasks to local NPUs while offloading intensive tasks to remote servers.