Abstract CD8+ T cells are critical for host antitumor responses, whereas persistent antigenic stimulation and excessive inflammatory signals lead to T cell dysfunction or exhaustion. Increasing early memory T cells can improve T cell persistence and empower T cell‐mediated tumor eradication, especially for adoptive cancer immunotherapy. Here, it is reported that tumor‐associated monocytes (TAMos) are highly correlated with the accumulation of CD8+ memory T cells in human cancers. Further analysis identifies that TAMos selectively reprogram CD8+ T cells into T central memory‐like (TCM‐like) cells with enhanced recall responses. L‐NMMA, a pan nitric oxide synthase inhibitor, can mitigate TAMo‐mediated inhibition of T cell proliferation without affecting TCM‐like cell generation. Moreover, the modified T cells by TAMo exposure and L‐NMMA treatment exhibit long‐term persistence and elicit superior antitumor effects in vivo. Mechanistically, the transmembrane protein CD300LG is involved in TAMo‐mediated TCM‐like cell polarization in a cell‐cell contact‐dependent manner. Thus, the terminally differentiated TAMo subset (CD300LGhighACElow) mainly contributes to TCM‐like cell development. Taken together, these findings establish the significance of TAMos in boosting T‐cell antitumor immunity.