Evidence, Boundaries, and Human Judgment
My research interests include AI capability and uncertainty, autonomous cyber threats, trustworthy communication, and agent systems with meaningful controls.
When should a system answer, ask for more evidence, or hand a decision to a person? How can an evaluation distinguish repeatable capability from a result that depends on a particular prompt? What makes an automated action explainable after it has happened?
These questions connect research to practical leadership. They shape how systems are tested, how confidence is communicated, and how responsibility is assigned when automation reaches the edge of what it can support.