Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan

Tag: RAG

• 31 Dec 2025

  Adding Context to Chunks for Better Retrieval with Contextual RAG

  Improve your RAG pipeline by prepending contextual information to each chunk before embedding, reducing retrieval failures by up to 67%.
• 24 Dec 2025

  Building an Agentic RAG Pipeline with LangGraph

  Move beyond naive RAG with an agentic approach that uses LLMs to decide what to retrieve, when to retry, and how to synthesize answers.