In today's data-driven landscape, the ability to make swift Apollo microcontroller and intelligent decisions is paramount. ,Historically, these decisions have been computed in centralized cloud environments. However, the rise of Edge AI is transforming this paradigm, bringing the power of artificial intelligence directly to the network's border. By