The advent of CRISPR technology has revolutionized genome editing, enabling precise modifications in various organisms. A significant study introduced a massively parallel variant annotation pipeline (MVAP) to dissect schizophrenia-associated noncoding genetic variants, revealing the complexities of genetic contributions to mental health disorders (ref: Rummel doi.org/10.1016/j.cell.2023.09.015/). Another innovative approach involved the development of a mouse model with high clonal barcode diversity, facilitating joint lineage, transcriptomic, and epigenomic profiling in single cells, which is crucial for understanding tissue development (ref: Li doi.org/10.1016/j.cell.2023.09.019/). Additionally, research on mitigating chromosome loss in CRISPR-Cas9-engineered T cells highlighted a modified manufacturing process that reduced chromosome loss while maintaining editing efficacy, addressing a major safety concern in clinical applications (ref: Tsuchida doi.org/10.1016/j.cell.2023.08.041/). The exploration of off-target effects, particularly how negative DNA supercoiling can induce genome-wide Cas9 off-target activity, underscores the need for improved specificity in CRISPR applications (ref: Newton doi.org/10.1016/j.molcel.2023.09.008/). Furthermore, advancements in genetic screening techniques, such as compressed Perturb-seq, have expanded the capabilities of functional genomics by allowing for scalable and cost-effective screening of regulatory circuits (ref: Yao doi.org/10.1038/s41587-023-01964-9/). The establishment of databases like CasPEDIA and SLKB provides essential resources for researchers navigating the diverse landscape of CRISPR-Cas enzymes and synthetic lethality, respectively (ref: Adler doi.org/10.1093/nar/; Gökbağ doi.org/10.1093/nar/). Overall, these studies illustrate the multifaceted applications and ongoing challenges of CRISPR technology in both basic and applied research.