Editor’s summary How learning changes neural representations over long periods of time remains largely unknown. Researchers have long assumed that during learning, neural circuits become more streamlined, reduce redundancy, and fine-tune themselves to deliver disentangled information to downstream systems. Using population recordings from the visual cortex of monkeys, Liu et al. investigated how neural responses change over weeks of learning and from moment to moment within single trials.