AI
Hierarchical RAG: Building Multi‑Level Retrieval for Scalable Knowledge Systems
Introduction Large language models are only as good as the information they can retrieve. As enterprise knowledge bases grow into millions of documents, traditional Retrieval‑Augmented Generation (RAG) systems begin to crack - not because the models are weak, but because the retrieval layer is too shallow. A single‑level