Have you tried adding fitness proportional selection?
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Replying to @generativist
Haha. I have so many opinions! The representation has to be such that most changes result in local exploration but occasionally you make huge jumps (teleportations to configurations with vastly different behavior) so the space of solutions is well explored!
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