As technology advances rapidly, the paradigm of centralized computing is facing a compelling alternative: Edge AI. This transformative approach distributes intelligence to the very edge of the network, where data is generated and consumed. Leveraging AI models directly on devices such as smartphones, Ambiq Ai sensors, and industrial robots, Edge AI