Robots are embodied intelligent systems with almost limitless real world applications, but a large accompanying set of challenges. Instantiation of intelligence in the real world brings with it noise, disturbances, actuation and performance limitations, incomplete information, and more. We’re developing theory and tooling to understand robotic cognition and guide performance under these constraints.