The horizon of intelligence is dynamically transforming as computing power converges to the edge. This distributed paradigm empowers devices with real-time understanding, enabling a {novel set of possibilities. From connected vehicles, the ability to extract data in situ unlocks unprecedented efficiency. Exploiting advanced architectures Optimizi