The perimeter of intelligence is dynamically transforming as computing power converges to the edge. This decentralized paradigm empowers systems with real-time understanding, enabling a {novel set of opportunities. From connected vehicles, the ability to extract data on-premises unlocks unprecedented efficiency. Exploiting advanced models Optimiz