The boundary of intelligence is continuously shifting as computing power converges to the edge. This decentralized paradigm empowers applications with real-time understanding, enabling a {novel set of capabilities. From television remote industrial automation, the ability to extract data on-premises unlocks new levels of performance. Leveraging s