HighlightsThe organic optoelectronic synapse achieves unprecedented sound perception on volume, tone and timbre simultaneously.The quantitative relationship between the interfacial layers and synaptic performances is clarified.Supplementary InformationThe online version contains supplementary material available at 10.1007/s40820-023-01116-3.