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The Art of Game Design
Art of game design came out 2008. It was very much based on the class that I teach at Carnegie Mellon in game design. The book doesn't read like a textbook, even though it serves as one in many cases. But somehow it manages to still be very relatable and kind of almost conversational in the way that it approaches art of game design.