Beyond Embeddings: Why Relationships Matter in RAG
Structured RAG, presented by Python creator Guido van Rossum at PyBay 2025, addresses a fundamental limitation of classic RAG: the loss of relationships between information fragments. Instead of embedding raw text into vectors, structured RAG extracts entities, relationships, and actions from conversations and stores them in queryable databases with inverted indices.
