The boundary of intelligence is dynamically transforming as computing power converges to the edge. This distributed paradigm empowers systems with real-time understanding, enabling a {novel set of opportunities. From smart cities, the ability to interpret data locally unlocks revolutionary advancements. Exploiting sophisticated models Optimizing