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CD8+ T cell exhaustion represents a major obstacle to effective cancer immunotherapy. While stem-like progenitor exhausted T (TPEX) cells can differentiate into intermediate (Int-TEX) and terminally exhausted (TEX) subsets, the epigenetic regulation of this process is unclear. We identify the RNA methyltransferase Mettl8 as a critical regulator, with expression significantly higher in TPEX than in TEX subsets. In anti-PD-1 responding non-small cell lung cancer patients, Mettl8 and the stemness factor TCF7 were downregulated. In murine models, Mettl8 deletion restrained tumor progression by driving TPEX differentiation into effective Int-TEX cells. Mechanistically, Mettl8 stabilizes Tcf7 mRNA via m3C modification and enhances Tcf1 protein expression. Additionally, Mettl8 interacts with Tcf1 to facilitate chromatin looping at the Tox locus, maintaining TPEX stemness. Pharmacological Mettl8 inhibition promoted TPEX-to-Int-TEX differentiation and tumor control. Combining this inhibition with anti-PD-1 therapy yielded synergistic efficacy. Our findings establish Mettl8 as a pivotal regulator of TPEX fate and a promising therapeutic target for enhancing immunotherapy.