Currently, it is hard to manage privacy and security in mobile and pervasive computing environments, both for system administrators and end-users. We are combining new kinds of user interfaces, visualizations, machine learning, and dialog technologies to give people a stronger sense of control over and feedback about the pervasive computing applications they interact with.