#81 Max: Why Your RAG System Sucks – And How Metadata Will Save It (RAG 2.0)

Is your RAG agent a fancy Magic 8-Ball, confidently hallucinating answers you can't trust? 🔮 We're revealing how a metadata-first approach transforms your agent from an untrustworthy black box into a transparent, auditable knowledge machine.We’ll talk about:Why traditional RAG systems fail and how to build a RAG 2.0 system using Reranking and Metadata.The "Aha!" moment: moving from a simple answer to an answer with evidence and provenance, complete with clickable source links.A detailed n8n workflow for "smart ingestion," showing how to process YouTube transcripts while preserving timestamps as crucial metadata.The power of metadata filtering—the "sniper rifle" technique that allows your agent to have a precise conversation with a single document.How to build an automated "housekeeper" to prevent "AI brain rot" by programmatically removing outdated information from your vector database.Keywords: RAG, RAG 2.0, n8n, Metadata, Reranking, Knowledge Graphs, AI Agents, Vector Database, Supabase, Cohere, Apify, AI Trust, ProvenanceLinks:Newsletter: Sign up for our FREE daily newsletter.Our Community: Get 3-level AI tutorials across industries.Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value)Our Socials:Facebook Group: Join 245K+ AI buildersX (Twitter): Follow us for daily AI dropsYouTube: Watch AI walkthroughs & tutorials

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AI Fire – Master AI with practical guides. Your daily hub for AI-powered productivity. Join 62,000+ professionals from Google, Meta, Microsoft, Tesla, and more.AI Fire Podcast is your go-to resource for everything AI, from the latest trends to how AI can transform your career. Hosted by the AI Fire team and AI enthusiasts, we focus on providing you with practical tips to boost your productivity using AI tools and strategies.Our mission is to help you keep up with AI trends, master new skills, and get more done in less time. Whether you're looking to make money with AI, dive into prompt engineering, or explore automation and AI workflows, we've got you covered.Sign up for our FREE daily newsletter: https://www.aifire.co/subscribeGet 3-level AI tutorials across industries in our Community: https://community.aifire.co/Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value): https://www.aifire.co/upgradeEmail us: services@aifire.coIn the AI Fire Podcast, we cover a wide range of topics such as:How to make money with AIAI Tools and AI JobsPrompt EngineeringAI Automations and AI WorkflowsAI Research and AI ReportsAI Case StudiesAI Startups and AI BooksAI Grants and DealsOur Socials:Facebook Group: Join 212K+ AI builders – https://www.facebook.com/groups/aifire.coX (Twitter): Follow us for daily AI drops – https://x.com/aifirecoYouTube: Watch AI walkthroughs & tutorials – https://www.youtube.com/@aifire.official