For human beings, the ability to generalize – to extract broad principles from our experiences of the world and use these principles to help us make decisions in new situations – is an essential skill for navigating everyday life. But for those working in the field of artificial intelligence, getting machines to generalize in this way has been a notoriously difficult challenge.