Nature Materials, Published online: 31 July 2026; doi:10.1038/s41563-026-02689-1Interfacial effects and nonlinear electronic processes hinder the development of high-performance organic artificial synapses. A highly efficient organic all-photonic synapse is developed with linear synaptic responses achieved by optically tailored charge-separation kinetics.