Nature Materials, Published online: 06 April 2026; doi:10.1038/s41563-026-02551-4Two-dimensional (2D) materials are promising for in situ encoding and optoelectronic sensing in computing technologies. This Review discusses integrated optoelectronic sensing based on 2D materials and future challenges and prospects for integrated sensing encoding information beyond optical signals.