Coral NPU is a full-stack platform designed to enable efficient edge AI on battery-constrained devices, addressing challenges like performance gaps, fragmentation, and user trust. It features a low-power architecture, built for always-on ambient AI applications, while supporting a wide range of machine learning frameworks. The platform aims to foster collaboration in the industry through open standards, ensuring a unified developer experience for building advanced AI systems.