on lung-targeted delivery and safety improvements through predictive modeling. Mana.bio has introduced ChatLNP, a tool that supports literature analysis, property prediction, and formulation optimization. The platform integrates experimental results with public data to enhance model accuracy and broaden its design capabilities for gene therapy and RNA-based medicines.