The boundary of intelligence is dynamically transforming as computing power descends to the edge. This distributed paradigm empowers systems with real-time understanding, enabling a {novel set of capabilities. From smart cities, the ability to interpret data in situ unlocks new levels of performance. Leveraging sophisticated architectures Adaptin