Recent advancements in cellular and genetic engineering have significantly enhanced the efficacy of immunotherapy. Blaeschke et al. introduced a modular pooled knockin (KI) screening platform, ModPoKI, which allows for the systematic comparison of synthetic KI sequences to optimize T cell functions, addressing the challenge of T cell dysfunction due to chronic stimulation (ref: Blaeschke doi.org/10.1016/j.cell.2023.08.013/). Cai et al. emphasized the need for comprehensive strategies to develop 'smart' CAR T cell therapies that can effectively overcome biological and practical challenges, thereby bridging the gap between the potential of adoptive cell therapy (ACT) and its clinical effectiveness (ref: Cai doi.org/10.1016/j.ccell.2023.08.011/). Furthermore, Li et al. provided a single-cell RNA sequencing atlas of CD19 CAR T cells, revealing distinct features between responders and non-responders in large B cell lymphoma, which could inform future therapeutic strategies (ref: Li doi.org/10.1016/j.ccell.2023.08.015/). Parry et al. identified ZNF683 as a marker for CD8 T cells associated with response to PD-1 blockade in Richter syndrome, highlighting the role of specific transcription factors in T cell functionality (ref: Parry doi.org/10.1016/j.ccell.2023.08.013/). In a clinical context, Houot et al. demonstrated the efficacy of axicabtagene ciloleucel as a second-line therapy for patients with relapsed or refractory large B cell lymphoma, supporting its use in patients ineligible for autologous stem cell transplantation (ref: Houot doi.org/10.1038/s41591-023-02572-5/). Gong et al. explored in situ PEGylation of CAR T cells, which mitigated cytokine release syndrome and neurotoxicity, thus enhancing the safety profile of CAR T therapies (ref: Gong doi.org/10.1038/s41563-023-01646-6/). Additionally, Derrien et al. uncovered mechanisms of acquired resistance to GPRC5D-targeted therapies in multiple myeloma, emphasizing the importance of genetic and epigenetic profiling in guiding immunotherapy choices (ref: Derrien doi.org/10.1038/s43018-023-00625-9/). Lin et al. innovatively combined engineered bacteria with iridium(III) photosensitizers to improve photodynamic therapy targeting solid tumors, showcasing the potential of hybrid approaches in cancer treatment (ref: Lin doi.org/10.1002/anie.202310158/).