Learnfun and Playfun are software written to automate the playing of Nintendo games, with no game-specific options, only deriving objective functions by reading memory values. In this series the author shows the AI playing various games (some good, some bad) with really clear and informative color commentary. Some of the emergent behaviors are fascinating, and strategies no human would think of. The scientific paper can be found here: http://www.cs.cmu.edu/~tom7/mario/mario.pdf
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