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This paper combines whole-brain recordings in Drosophila with a neuromechanical digital twin to test whether hierarchical, intrinsically motivated agents trained on competency-based objectives can replicate fly exploratory behavior and neural representations of future actions. Among 20 intrinsic motivation algorithms tested, DIAYN achieved the strongest match to fly behavior and prospective coding.