A physician friend moved from surgery to medical affairs and had to prepare an industry Q&A page.
He spent two days on it. A general LLM “finished” in 30 minutes, but introduced untraceable claims.
That failure became Revise.
Revise is a revision infrastructure for high-stakes documents:
- Evidence Gate before revision (fail-closed if required sources are missing)
- MECE decomposition by claim/sub-question
- Native .docx tracked changes (
w:del/w:ins) - Fixed audit artifacts for review and archiving
Goal:
- Do not guess
- Evidence first, revision second
- If evidence is missing, return:
not available in currently verifiable fulltext
Core workflow
- Scope + patch spec (
anchor/replacement/reason/source refs) - Source gate check (
required_sources,must_include_tokens) - Run governance (
run_id, manifests, index) - DOCX revision engine (hard-fail on unsupported edits)
- Audit export (
source_gate_report,revision_change_audit,q_source_map)
Github
If this is useful, please 
the repo and share one edge case I should test.