RAG Systems: Clarify Vague Queries Once, Learn Defaults

A companion article in the Enterprise Document Intelligence series extends question parsing for RAG systems. When a user's question is missing a required field, the production pattern asks one focused clarification, learns the default from the answer, and stays silent on the next similar query. Two Pydantic schemas and one short loop implement this learned policy.