The boundary of intelligence is dynamically transforming as computing power converges to the edge. This decentralized paradigm empowers applications with real-time processing, enabling a {novel set of opportunities. From smart cities, the ability to interpret data in situ unlocks unprecedented efficiency. Harnessing sophisticated algorithms Optim