Rag

RAG, GraphRAG, and Knowledge Graphs: What's Actually Different

Pratik Kulkarni
AI , Cloud Architecture
26 May, 2026

LLMs are stateless. They don't know your documents, your internal data, or what changed last week. They're only as good as what you put in front of them. This gave rise to what's now called context en