] Researchers at the Bayesian Inspired Brain and Artefacts
] (BIBA) project are using a novel application of Bayesian
] reasoning to design artefacts (objects produced or shaped
] by human craft) that can learn to act rationally with
] incomplete information.

This seems like a promising approach to building robust intelligent artifacts.

IST Results - Building thinking robotics for the real world