The horizon of intelligence is rapidly evolving as computing power converges to the edge. This autonomous paradigm empowers applications with real-time understanding, enabling a {novel set of possibilities. From industrial automation, the ability to extract data locally unlocks new Activity recognition MCU levels of performance. Leveraging sophis