It looks great! Utilizing Knowledge Graph to store long term memory is probably the most accurate solution compared to using only Vector Store (same as with GraphRAG vs Vector RAG). I think an important thing to point here that long term memory vs RAG doesn't represent the organizational knowledge but the chat history which should be private to the end user and shouldn't be kept in a completely isolated graph than the rest of the users