Production Failure Taxonomy6 min read
The AI Didn’t Hallucinate. It Told the Truth. That Was the Problem.
A technically solid LLM email pipeline — 10,000 emails, 36 classification buckets, six N8N workflows — reproduced institutional confusion at scale and called it procedures. This is what Knowledge State Failure looks like, and why no model upgrade fixes it.