The boundary of intelligence is rapidly evolving as computing power descends to the edge. This decentralized paradigm empowers applications with real-time understanding, enabling a {novel set of opportunities. From industrial automation, the ability to analyze data in situ unlocks revolutionary advancements. Leveraging advanced architectures Adap