RAG Data Integrity Model: Hallucinations Are Architecture Failures
AI Hallucinations Most enterprise “hallucination” issues I’m diagnosing aren’t model problems. They’re data architecture problems wearing a GenAI mask. Here’s what that looks like in production: LLM on top RAG in the middle Chaos underneath And “chaos” isn’t abstract. It’s specific: Your customer master has three conflicting birthdate fields across CRM, billing, and the data lake — and your RAG pipeline is embedding all three because reconciliation isn’t enforced upstream. ...