Nature Nanotechnology, Published online: 15 June 2026; doi:10.1038/s41565-026-02200-6 A systematic workflow is used to optimize lipid nanoparticle-based prime editing systems that enable efficient editing and disease correction in human cells and mouse tissue, and overcome key limitations of transient delivery.