Is it just me or is this a horrible idea? Surely the GA will evolve in ways that fix the problem but introduce some new problems that you haven't even considered/tested for?
A better use for it would be as an assistant to help you track down the root cause of stubborn bugs.
It's kind of like git-bisect in reverse.
It doesn't use a GA, but it's still pretty neat. It parses the code into an AST and then mutates each node in the AST, rerunning the tests to see if they pass or fail. They are supposed to fail; if they continue to pass, it means a state isn't being tested.
The computer acts as my assistant tracking down cases I forgot to test, so that I can write the test to catch the mutation. Sometimes it even finds sections of code that are impossible to reach normally, allowing me to remove the dead code paths that I might otherwise have missed.