Reliable Data Engineering

#rag

1 article

Build a RAG System Without Embeddings or Vector Databases

27 Mar, 2026

PageIndex turns documents into navigable trees. An LLM reasons through the hierarchy to find answers — no embeddings, no similarity search, just structured retrieval.