On-Device AI Inference Articles

Android On-device AI System Health: Dynamic Inference Degradation by Thermal, Battery, and Memory Pressure

A practical three-dimensional degradation strategy for Android on-device AI inference, coordinating thermal status, battery state, and memory pressure with normalized scoring, model preloading, and state migration.

Android NNAPI: HAL Architecture, Deprecation, and Migration

(Updated on )
Understand NNAPI HAL and NPU architecture, its Android 15 deprecation, and migration options for existing on-device inference workloads.