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In today's data-driven landscape, the ability to make swift and intelligent decisions is paramount. Traditionally, these decisions have been handled in centralized cloud environments. However, the rise of Edge AI is disrupting this paradigm, bringing the power of artificial intelligence directly to the network's border. By processing data on-device