Research

I am now investigating AI understanding and safety: how AI agents behave, especially when they interact with one another, and how to evaluate them before they are deployed. My most recent project studied collusion between LLM pricing agents.

I completed my Ph.D. in electrical and computer engineering at UC Santa Barbara in 2010. My research focused on content-based image retrieval - a mix of machine learning, computer vision, and search - supported by an interdisciplinary fellowship in digital multimedia from NSF. Before that, at Rutgers University, I worked on speech processing and microphone arrays in Jim Flanagan's lab. My master's thesis combined face detection with acoustic speaker location for steering a hands-free videoconferencing system.

AI Safety Research

Press & Talks

Selected Publications