The boundary of intelligence is dynamically transforming as computing power migrates to the edge. This distributed paradigm empowers devices with real-time understanding, enabling a {novel set of possibilities. From smart cities, the ability to analyze data locally unlocks revolutionary advancements. Exploiting advanced architectures Optimizing i