Nature Reviews Physics, Published online: 09 July 2026; doi:10.1038/s42254-026-00957-2 Artificial synapses based on non-volatile memory exhibit non-ideal effects that can limit the performance of neuromorphic systems. This Review discusses their origins, mitigation strategies and opportunities to exploit these non-idealities for new computing functionalities.