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As another example of using genetic algorithms for breaking things, a friend of mine wrote his dissertation [1] on using genetic algorithms for file format fuzzing. I believe there may even be some source code available on GitHub.

[1] http://trace.tennessee.edu/utk_graddiss/1347/



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