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This article discusses the challenges and potential of using Internet-of-Things (IoT) devices for safety-critical applications such as healthcare and autonomous driving. The author proposes the development of new tools to address uncertainty quantification, scalability, and adaptivity in real-time IoT sensing and management. The research also aims to integrate these goals into educational activities, including mentoring students and collaborating with UGA’s Center of Cyber-Physical Systems.