The emergence of edge AI is disrupting the Ultra-Low Power Product technological landscape, driving computation and intelligence closer to the origin. This paradigm shift enables real-time decision-making, reduces latency, and optimizes bandwidth. Edge AI utilizes powerful models trained on massive datasets to perform complex tasks directly on edge