Master RAG Workflows in N8N By Learning These 4 Nodes

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Stop struggling with hallucinations and "silent failures" in your n8n workflow. This n8n rag tutorial reveals the 80/20 of building a professional rag agent in n8n, moving beyond basic text splitters to master n8n ai agents for beginners. You’ll learn how to use ai nodes n8n for agentic chunking, implement supabase n8n rag for better data storage, and use query expansion to supercharge your n8n automation workflow. Whether you're exploring n8n nodes explained or looking for a complete n8n ai masterclass, this guide covers everything from Llama Parse ingestion to Cohere reranking to ensure your no code workflows deliver precise, context-aware answers every time.

00:00 - The Hidden Flaws in Your RAG Agent
00:25 - 1: Ingest & Chunk Data Correctly
06:12 - 2: Find The Right Information
12:56 - 3: Give The LLM The Full Picture
18:42 - Bonus - Context Expansion

ABOUT THE CHANNEL
Hey there, welcome to the channel! I love helping business owners build AI agents and automation systems that actually work. Over 100,000 people have learned AI & Automation through my courses, and I keep things focused on what you can use today - no fluff, just practical implementation. Whether you're automating your own business or helping others do the same, glad you're here.

#n8nrag #ragmaster #n8ntutorial