An AI writing assistant that refuses to make things up

What it does

dyz-gongwen-skills is a collection of 17 core skills (plus 5 optional industry packs) that turn an AI coding agent into a clerk for Chinese government and state-enterprise paperwork — notices, reports, meeting minutes, speeches, rectification ledgers, and more, 22 document types in total. It drafts, edits, de-AI-flavors, and reviews documents, then outputs a properly formatted GB/T 9704-2012 Word file with the red-header layout. It works across seven agent tools, and there’s a plain-prompt version for web LLMs or fully air-gapped intranet models.

The interesting bit

The whole project is built around two failure modes of generic AI writing: hallucinated facts and leaked sensitive material. Missing data gets marked 【待补】 (“to be supplied”) instead of invented, and the README leads with a warning that classified material must never touch an online AI — the offline prompt pack exists specifically for intranet deployment. That’s a refreshingly honest threat model for an AI writing tool.

Key highlights

• Anti-fabrication by design: only uses material you provide; word-count targets are honored without padding
• One-click GB/T 9704-2012 formatting into six docx layouts, with machine checks on punctuation, numbers, and document serial codes
• A “de-AI-flavor” skill that strips AI tone while keeping legitimate officialese — 99.6% fact retention in its own evals
• Unit profiles, five role modes, and industry packs (hospital, university, K-12, township, SOE) instead of one-size-fits-all
• Benchmark claims are unusually transparent: LLM-judged (not human), with published tables and reproduction scripts

Caveats

• The comparative evaluation was judged by Claude and DeepSeek, not humans — the README says so itself, which is honest but worth remembering
• Formatting and Excel charts need Python 3.9+ with python-docx/openpyxl; without Python you get a manual checklist instead
• License is PolyForm NC 1.0 — non-commercial use only

Verdict

If you write Chinese official documents for a living, this is one of the more thoughtful skill packs on GitHub, particularly for the confidentiality discipline alone. Everyone else can skip it — the value is entirely domain-specific.