I have been a full-cycle researcher from abstractional ideas to sales with over 25 years of cross-functional experiences, such as the ML- and Networking-based knowledge (i.e., patents, papers, standardization activities in IETF and Zigbee Alliance), and technology-driven business experiences (i.e., funding proposals, product management, project supervising, and business development). My ability and insight are still evolving based on the start-of-art knowledge of Data analytics using ML, resource-efficient training, Federated learning, traffic classification, IoT identification, and mobility management.