Proceedings of the National Academy of Sciences, Volume 123, Issue 29, July 2026. SignificanceAdaptive behavior in uncertain and changing environments requires adjusting how strongly new evidence influences learning. Classical reinforcement-learning models assume a fixed learning rate, whereas recent work proposes that learning speed …