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The problem with that is that it's really hard to crossover strings of instructions in ways that don't completely break it, especially when code is inserted or removed from one parent. And crossover is 90% of evolution (in fact some claim that genetic programming works just as well or better with no mutations whatsoever and only crossover being used.)



It's hard, but it's been done. The nice side effect is that fitness functions evaluate quickly.




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