Earlier this year Google managed to do something many thought impossible - they built an artificial intelligence that beat a human at the board game GO. Almost twenty years ago IBM did something similar, beating the world chess champion with their computer, Deep Blue. Understanding how these computers play games, as well as the myriad computer games we all know and love, reveals a lot about the evolution of artificial intelligence.