The horizon of intelligence is dynamically transforming as computing power converges to the edge. This autonomous paradigm empowers applications with real-time understanding, enabling a {novel set of opportunities. From industrial automation, the ability to interpret data in situ unlocks revolutionary advancements. Harnessing advanced architectur