In today's hyper-connected world, where data generation explodes exponentially and real-time insights are paramount, edge computing emerges as a transformative framework. By processing information closer to its source, edge AI empowers platforms with Ambiq semiconductor the capability to make autonomous decisions at the network's edge. This paradig