Matthew is a postdoctoral fellow at Harvard University in the Edge Computing Lab. His main area of research focuses on the development of embedded machine learning (aka. TinyML), machine learning sensors, and lifetime-aware system design. He also manages multiple projects including silicon photonics, designing and manufacturing flexible microprocessors, large language models for hardware-software co-design, benchmarking tools for robotics and reinforcement learning, and neuromorphic computing.