The boundary of intelligence is dynamically transforming as computing power migrates to the edge. This distributed paradigm empowers devices with real-time analysis, enabling a {novel set of capabilities. From connected vehicles, the ability to analyze data on-premises unlocks unprecedented efficiency. Harnessing sophisticated architectures Optim