Glioblastoma (GBM) frequently expresses cytomegalovirus (CMV) antigens, making CMV-specific CD8+T cells attractive candidates for adoptive immunotherapy due to their longevity and inherent tumor reactivity. However, these T cells encounter significant immunosuppressive challenges within the GBM microenvironment, including cytokine scarcity and checkpoint-mediated inhibition, which limit their proliferation and function. Here, we assessed strategies to overcome these limitations by modulating immune checkpoint pathways. Antigen stimulation combined with IL-2 robustly expanded high-avidity (tetramer-high) CMV-specific T cells with significant enrichment of CD62L+ central memory (TCM) cells. In contrast, antigen stimulation alone modestly expanded tetramer-high cells with limited TCM enrichment. PD-L1 blockade in the absence of IL-2 favored expansion of tetramer-high CMV-specific CD8+T cells, preserved CD62L expression, and enhanced CD226 expression. Furthermore, combining anti-PD-L1 blockade with an anti-CD226 agonist markedly enhanced proliferation, IFN-γ production, and TCM enrichment in both tetramer-high and tetramer-low populations, reaching levels comparable to IL-2-supported conditions. Together, these findings highlight that simultaneous modulation of PD-L1 and CD226 pathways can restore CMV-specific T cell function, offering a promising strategy to boost TCR-T efficacy in cytokine-deprived environments.