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This project studies whether evolution favors agents tuned to fitness rather than objective reality - a question central to Donald Hoffman's interface theory of perception. It extends the classic "Robby the Robot" problem (Melanie Mitchell) using genetic algorithms and neuroevolution in both 2D and 3D environments.