The boundary of intelligence is dynamically transforming as computing power migrates to the edge. This distributed paradigm empowers devices with real-time processing, enabling a {novel set of opportunities. From smart cities, the ability to analyze data on-premises unlocks unprecedented efficiency. Exploiting sophisticated architectures Fine-tun