AbstractCancer vaccines represent a promising form of immunotherapy employed in the treatment of cancer. However, their efficiency in eliciting immune responses is limited, and satisfactory results have yet to be achieved. Optimizing adjuvants and antigens is an important approach to promoting the anti‐tumor efficacy of cancer vaccines. Here, a novel nanoadjuvant (LNP/siRNA) designed to silence T‐cell immunoglobulin and mucin‐domain containing‐3 (TIM3) and activate Toll‐like receptors (TLRs) is presented. The LNP/siRNA demonstrates significant potential in promoting dendritic cell (DC) maturation and enhancing the anti‐tumor response. Furthermore, desialylated cancer cell membrane is utilized as antigens, providing a variety of tumor antigens for DCs and enhancing their function. Additionally, they are integrated to create a core‐shell structured nanovaccine (dClip‐LNP/siRNA) through coextrusion, which collectively enhances the cross‐presentation ability of DCs, thus achieving a dual enhancement strategy. The dClip‐LNP/siRNA significantly silences TIM3 expression in DCs and promotes antigen presentation by DCs. Besides, dClip‐LNP/siRNA significantly promotes the activation of T cells in lymph nodes and induces robust and durable anti‐tumor immunity in tumor sites to eliminate established B16‐OVA tumors, prevent tumor occurrence, and suppress tumor lung metastasis. The dClip‐LNP/siRNA is also suitable for combination with adoptive OT‐I cell therapy to enhance cancer immunotherapy. The dClip‐LNP/siRNA represents a robust vaccine platform for personalized cancer immunotherapy.