Stanhope AI instructs machines and robots on how to make decisions in the actual world. Stanhope AI applies active inference and free energy principles to build AI for real-world systems using generative models, world models, and interrogatable state spaces to produce interpretable, explainable models that can learn with limited data and compute resources.