Smartphone replacement cycles expanded to 38 months globally, prompting mobile vendors to integrate dedicated neural processing units capable of executing 7-billion-parameter models locally.
Privatized Edge Compute
By shifting inference workloads from public cloud endpoints to on-device silicon, handset vendors aim to address consumer data privacy concerns while reducing ongoing operational cloud expenditures.