Large language models do not behave neutrally in economic decisions. In preference tasks, more advanced models become increasingly human-like and irrational. In belief tasks, they become more statistically rational. Simple role priming modestly improves performance, but deeper debiasing fails. AI agents inherit—and selectively correct—human behavioral distortions .