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Our research is focused on robust and ultra-low-power Artificial Intelligence (AI) on the edge devices. We have been exploring innovative methods for cloud-scale processing capacity within tiny area/power edges. Our principle approach towards this ambitious goal is through a co-design approach that crosscuts the hierarchies of technology, architecture, and computing model to find the most optimal computing paradigms.