Our research is focused on Artificial Intelligence (AI) and Trustworthy Computing on the edge devices. We have been exploring innovative methods for cloud-scale processing capacity within a 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.