Recent advancements in stem cell research have significantly enhanced our understanding of cellular dynamics during development. A notable contribution is the creation of Zebrahub, a multimodal atlas that integrates single-cell sequencing with lineage reconstructions in zebrafish, providing insights into the state-transition dynamics of pluripotent axial progenitors across ten developmental stages (ref: Lange doi.org/10.1016/j.cell.2024.09.047/). This atlas not only elucidates spatial and temporal cellular lineages but also highlights the molecular underpinnings of zebrafish development. In parallel, research has shown that adult stem cells play a crucial role in tissue regeneration by suppressing endogenous retroviruses, with the histone methyltransferase SETDB1 being pivotal in this regulation (ref: Lyu doi.org/10.1016/j.cell.2024.10.007/). This interplay between stem cell activity and retrotransposon repression underscores the complexity of cellular responses during regeneration. Furthermore, a comprehensive prenatal skin atlas has revealed that immune cells, particularly macrophages, are integral to skin morphogenesis, influencing hair follicle formation and angiogenesis (ref: Gopee doi.org/10.1038/s41586-024-08002-x/). These findings collectively emphasize the multifaceted roles of stem cells and their microenvironments in development and regeneration, while also pointing to potential therapeutic avenues for regenerative medicine. The exploration of Yamanaka factors in the brain has also shown promise, indicating that transient reprogramming can expand the neocortex and offer protection against neurodegeneration, although it raises concerns regarding cell identity perturbation (ref: Shen doi.org/10.1016/j.stem.2024.09.013/).