With only eight commands, each consisting of a single character, it greatly reduces the overhead of what any genetic algorithm must produce and what a fitness function must evaluate. There was one ...

For example, we could just define fitness ... and a carefully crafted fitness function. Genetic algorithms tend to work pretty well on small problems like getting good at TrashBlaster.