Research

From individual intelligence to collective behaviour.

I study how autonomous agents learn, coordinate and adapt—especially when information is incomplete and the world changes around them.

Core themes

Questions I care about

The long-term goal is to make groups of intelligent agents more capable, understandable and dependable.

01

Cooperation

How can agents learn shared strategies when observations, actions and rewards are distributed?

02

Adaptation

How can behaviour remain effective with unfamiliar teammates, opponents and environments?

03

Reliability

How should agent systems be evaluated when coordination fails or conditions move beyond training?

Approach

Learn. Coordinate. Adapt.

These three ideas provide a simple lens for connecting algorithms, experiments and real-world intelligent systems.

  1. 01

    Learn

    Discover effective behaviour from interaction and feedback.

  2. 02

    Coordinate

    Share goals and act coherently across multiple decision-makers.

  3. 03

    Adapt

    Respond to changes without rebuilding the system from scratch.