content-humanizer
Content Humanizer
Overview
Content humanizer transforms AI-generated prose into writing that reads as natural and intentional. It covers sentence rhythm, tone calibration, audience adaptation, and systematic removal of patterns that signal machine authorship. Applies to blog posts, marketing copy, email campaigns, narrative documentation, and any long-form prose.
When to use: Polishing AI-drafted blog posts, adapting marketing copy for a specific brand voice, improving readability of narrative documentation, rewriting content that feels robotic or formulaic.
When NOT to use: On code or technical specifications where precision matters more than voice. On content that was already human-written and reads naturally. For removing AI artifacts from code comments or READMEs (use the de-slopify skill instead).
Quick Reference
| Pattern | Technique | Key Points |
|---|---|---|
| Flat rhythm | Sentence variation | Mix short (5-word) and long (20+ word) sentences |
| Passive voice | Active rewriting | Subject performs the action; aim for 80-90% active |
| Abstract claims | Concrete language | Replace "significant improvement" with specific numbers |
| Hedging phrases | Direct assertion | Delete "it's worth noting" and state the fact |
| Filler vocabulary | Plain language | "utilize" becomes "use", "leverage" becomes "use" |
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