As we navigate the current synthetic intelligence (AI) developments, a delicate however important transition is underway, shifting from the reliance on standalone AI fashions like large language models (LLMs) to the extra nuanced and collaborative compound AI systems like AlphaGeometry and Retrieval Augmented Generation (RAG) system. This evolution has gained momentum in 2023, reflecting a