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 capabilities. From connected vehicles, the ability to analyze data in situ unlocks unprecedented efficiency. Harnessing sophisticated architectures