One of the hallmarks of human intelligence is its flexibility. While computers have achieved better-than-human performance in various games, such as Chess, Jeopardy, or Go, there is no single algorithm yet that works in all of these cases. Humans, however, can excel at all of these games, and many other tasks. We believe that bridging the gap between human and machine intelligence requires two ...