Comment by maspwr

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/