Chat2Scenic is an iterative RAG-based framework designed to automate the generation of executable simulation scripts for autonomous driving validation. The approach addresses existing trade-offs in scenario generation by bridging the gap between regulatory descriptions and executable scripts. This method aims to improve both scalability and compilation success rates compared to traditional retrieval-assemble or full-script generation methods.