Targeting myeloid cells to remodel the immunosuppressive tumor microenvironment (TME) represents a promising strategy for cancer therapy. Here, we developed ionizable lipid nanoparticles (LNPs) engineered to deliver the CRISPR-Cas12a ribonuclease complex targeting Rictor, a critical component of mTORC2 and a key immunosuppression factor, for in vivo reprogramming of myeloid cells. Systemic delivery of CRISPR Rictor-targeting LNPs (CR-Ric-LNP) enabled efficient uptake by circulating myeloid cells, which were then recruited into breast cancer liver metastases. Notably, Rictor gene editing triggered pro-inflammatory activation in macrophages, enhancing their antitumor responses. Single-cell RNA sequencing revealed that Rictor silencing induced rapid remodeling of the TME, with significant reduction in immunosuppressive macrophages within 24 hours of treatment. Concurrently, cytotoxic T-cell populations exhibited increased interferon gamma (Ifng) production, driving the emergence of specific myeloid clusters responsive to Interferon signaling, particularly in macrophages and neutrophils. A shift from an immunosuppressive to an inflammatory TME was further evidenced by an elevated Cxcl10 to Spp1 ratio in myeloid cells. CR-Ric-LNP treatment also enhanced T-cell activation, reducing exhausted T cells and regulatory T cells, while expanding natural killer (NK) cells, naive CD4+, and CD8+ T cells. These changes correlated with a decreased proportion of tumor cells and proliferating cells, ultimately leading to a significant survival benefit in a 4T1 breast cancer liver metastasis model. Our findings demonstrate that myeloid-targeted Rictor silencing reprograms the TME, promoting antitumor immunity and improving therapeutic outcomes.