The horizon of intelligence is dynamically transforming as computing power migrates to the edge. This distributed paradigm empowers applications with real-time processing, enabling a {novel set of opportunities. From industrial automation, the ability to analyze data in situ unlocks revolutionary advancements. Exploiting advanced algorithms Optim