Developmental Robotics

Learning without catastrophic forgetting.

Systems where failure causes physical harm.

Mathematical guarantees of system behavior.

Agents optimize collective outcomes.

Agents communicate via shared state.

Intelligence emerges from interaction with the physical world.

Closed loop linking sensing and acting.

Physical form contributes to computation.