# RagCitationsIntegrity

> Name: RagCitationsIntegrity Purpose: Enforce “no hallucinations” and mandatory citations for factual claims.

- Author: Vihang Shah
- Repository: vihang-hub/studyAbroad
- Version: 20260104135140
- Stars: 0
- Forks: 0
- Last Updated: 2026-02-07
- Source: https://github.com/vihang-hub/studyAbroad
- Web: https://mule.run/skillshub/@@vihang-hub/studyAbroad~RagCitationsIntegrity:20260104135140

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Name: RagCitationsIntegrity
Purpose: Enforce “no hallucinations” and mandatory citations for factual claims.

Any output that includes factual claims about visas, costs, salaries, rules, universities, job prospects must include a Sources & citations section.

Retrieval-first rule:
    If no sources are available, state uncertainty clearly and do not output confident factual assertions.

Citation requirements:
    Provide source URLs or references per section where claims appear.
    Distinguish between “estimate / heuristic” vs “source-backed facts”.

Applies both to:
    product outputs (the reports your app generates)
    internal engineering docs describing RAG behavior

If a spec asks for citations, ensure it defines what “citation” means in UI and storage.