The boundary of intelligence is continuously shifting as computing power migrates to the edge. This decentralized paradigm empowers devices with real-time understanding, enabling a {novel set of capabilities. From smart cities, the ability to interpret data on-premises unlocks revolutionary advancements. Exploiting sophisticated architectures Ada