The boundary of intelligence is continuously shifting as computing power descends to the edge. This autonomous paradigm empowers systems with real-time understanding, enabling a {novel set of capabilities. From industrial automation, the ability to analyze data on-premises unlocks revolutionary advancements. Exploiting sophisticated architectures