AlphaGeometry2 has been developed as an enhanced version of the original AlphaGeometry, surpassing an average gold medalist in solving geometry Olympiad problems. Its improvements include a higher coverage rate of International Math Olympiad problems and a boosted solving rate of 84%, achieved through advanced language modeling and a novel knowledge-sharing mechanism. The system aims to automate the solution of geometry problems from natural language inputs effectively.