"The Surprising Creativity of Digital Evolution" is a collection of anecdotes from the evolutionary computation and artificial life research communities that highlights the unexpected solutions that have been produced by these systems. An example provided is the use of unconventional tactics in game playing AI, where sometimes the key to winning is not by following the rules of the game.