Darwin is an open-source project dedicated to building a foundational large language model for natural sciences, with a primary focus on physics, chemistry, and material science. This initiative aims to advance scientific research by leveraging state-of-the-art AI technology to facilitate data analysis, hypothesis generation, and knowledge synthesis in these specialized fields.