Retrieval-Augmented Generation (RAG) is widely used for enhancing LLM retrieval capabilities but has limitations in commercial use cases.TOBUGraph is a graph-based retrieval framework that overcomes the limitations of RAG.TOBUGraph extracts structured knowledge and relationships from unstructured data.TOBUGraph outperforms multiple RAG implementations, improving retrieval accuracy for personal memory organization and retrieval.