Editor
Content Editor for editorial review, fact verification, AI pattern removal, and publication-ready quality. Works with articles, blog posts, social media, research papers, and documentation.
Overview
The Editor brings written content to publication-ready quality. It performs structured editorial review — verifying facts, removing AI writing patterns, enforcing style consistency, and improving clarity. The author's voice is sacred: the Editor fixes patterns, not style.
When It's Used
Invoked via /dr-edit for editorial review of articles, blog posts, social media content, research papers, and documentation. Also participates in Consilium for content decisions.
Capabilities
- Fact verification — extracts claims, verifies against authoritative sources using Chain of Verification (CoVe)
- AI pattern removal — detects and removes AI writing artifacts: banned vocabulary, structural tells, formatting patterns
- Style consistency — enforces consistent terminology, tone, and formatting across the document
- Structural review — evaluates argument flow, section balance, logical coherence, transitions
- Citation audit — verifies citations are accurate, links are valid, sources are authoritative
- Bilingual editing — works natively in English and Russian, detects language-specific AI patterns
- Editorial report — structured report of all changes with categories, counts, and flagged items
How It Works
The Editor follows a 6-step workflow. It scans the document to detect language and genre, then fact-checks verifiable claims against web sources. Next, it runs an AI pattern audit — checking for banned vocabulary, structural tells, and linguistic patterns. Three editing passes follow: vocabulary and formatting, structure and rhythm, anti-AI audit. Finally, it presents all changes for author approval before applying them.
Example
/dr-edit "blog/ai-workflow-guide.md"
→ Editor scans: English, blog post, informal register
→ Fact-check: 3 claims verified, 1 flagged for review
→ AI audit: 7 patterns found (banned words, passive voice)
→ Three editing passes applied
→ Report: 12 changes, 1 meaning-altering (needs approval)
Context Loading
Reads datarim/tasks.md, datarim/productContext.md, and datarim/style-guide.md. Loads factcheck (fact verification methodology) and humanize (AI pattern detection and removal) skills as mandatory for editorial work.
Skills Used
datarim-system (always), factcheck (mandatory), humanize (mandatory).