LodeHQ
AI news for people who shipFree, by email

Data · towardsdatascience.com · Tuesday, 23 June 2026

Teach RAG Systems to Auto‑Clarify Vague Queries and Remember Defaults

When a user’s RAG query lacks a key detail, the system asks one focused clarification, records the answer as the user’s default, and silently applies it to future similar queries. This pattern—implemented with two Pydantic schemas and a short loop—cuts unnecessary prompts and speeds up enterprise document‑intelligence workflows.

Read the source: towardsdatascience.com ↗In the 23 June issue →