The horizon of intelligence is continuously shifting as computing power converges to the edge. This distributed paradigm empowers applications with real-time analysis, enabling a {novel television remote set of possibilities. From connected vehicles, the ability to interpret data on-premises unlocks revolutionary advancements. Harnessing cutting-