Hardware manufacturers are integrating localized neural processing units (NPUs) into laptops and mobile processors to enable offline inferencing.
Latency and Privacy Benefits
Processing language and vision models on-device lowers operational network latency while keeping user data contained entirely within local memory boundaries.
Developer API Standardization
Software developers are adopting unified execution runtimes to target disparate hardware architectures without rewriting model optimization pipelines.