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Re:Afl-fuzz: making up grammar with a dictionary in hand by rainforest on Wednesday April 15, 2015 @08:36AM (#9380521)
That's how genetic programming could work; with a suitable test suite you should be able to evolve an implementation. See FINCH for some early work on GP for Java [1].

[1] : http://finch.cs.bgu.ac.il/pubs/gptp.pdf

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