BR
Public post
Bharath Reddy
Sep 2026 • linkedin
Post excerpt
Your RAG system is not slow because of the LLM. It is slow because your pipeline is broken. People blame hallucinations. They blame embeddings. They blame the model. But real RAG lives in the layers between them. I created this RAG Complete Cheatsheet to show how a production RAG system actually works, end to end 👇 RAG is not one step. It is a system: → Indexing (Offline) ↳ Load PDFs, docs, web pages ↳ Chunk them correctly ↳ Convert them into embeddings ↳ Store them in a vector database → Retrieval (Real-time) ↳ …
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