The horizon of intelligence is rapidly evolving as computing power descends to the edge. This autonomous paradigm empowers systems with real-time analysis, enabling a {novel set of opportunities. From industrial automation, the ability to analyze data in situ unlocks revolutionary advancements. Leveraging advanced architectures Optimizing intelli