Our brains evolved to help us rapidly learn new things. But anyone who has put in hours of practice to perfect their tennis serve, only to reach a plateau, can attest that our brains aren’t infinitely flexible. New work shows that patterns of neural activity over time — the temporal dynamics of neural populations — cannot change rapidly, suggesting that neural activity dynamics may both reflect and constrain how the brain performs computations.