embeddings

Beyond RAG — 8 RAG Variants and Agent Memory Design

Starting from Naive RAG's 7 limitations, this post compares 8 variants including Graph RAG, RAPTOR, and Agentic RAG, and covers practical design for embedding dimensions, chunking, and hybrid search through the 3 levels of agent memory.