Here, Sun and Dong describe the many signals from stimulatory and inhibitory molecules as well as by microenvironmental factors, such as cytokines, metabolites and neuronal factors, that regulate CD8+ T cell exhaustion. They explain how these extrinsic factors reshape the T cell transcriptome, epigenome and metabolism towards a state of exhaustion through intrinsic cell regulators.