The tumor microenvironment plays a critical role in cancer progression and immune evasion. Recent studies have highlighted the dysfunction of mucosal-associated invariant T (MAIT) cells in hepatocellular carcinoma (HCC), where tumor-associated macrophages contribute to this dysfunction at the invasive margin. Utilizing single-cell RNA sequencing, flow cytometry, and CODEX imaging, researchers demonstrated that MAIT cells, which are abundant in the liver and essential for immune regulation, exhibit altered functionality in the presence of HCC (ref: Ruf doi.org/10.1016/j.cell.2023.07.026/). Additionally, the immune evasion mechanisms in acute myeloid leukemia (AML) were explored, revealing a membrane-associated MHC-I inhibitory axis that impedes T cell immunity. This study employed CRISPR-Cas9 screens to identify key regulators of MHC-I antigen presentation, providing insights into potential resistance mechanisms against immune checkpoint blockade therapies (ref: Chen doi.org/10.1016/j.cell.2023.07.016/). Furthermore, the design of mucin-selective proteases for targeted degradation of cancer-associated mucins was reported, emphasizing the importance of targeting specific glycan motifs to enhance therapeutic efficacy against tumors that exploit mucins for immune evasion (ref: Pedram doi.org/10.1038/s41587-023-01840-6/). Collectively, these findings underscore the complexity of the tumor microenvironment and its impact on immune responses, highlighting potential therapeutic targets for enhancing anti-tumor immunity.