Live demo of a minimal Retrieval‑Augmented Generation pipeline on Databricks that only answers when retrieved evidence meets confidence thresholds, otherwise politely refuses. The demo shows grounding into governed Delta tables, inline citations in replies and automatic logging of an audit evidence row (prompt, sources, scores, answer) to Delta so compliance, security and incident teams can trace every response