humanizer
Humanizer
Rewrite AI-generated text so it reads like a skilled human wrote it. Not paraphrasing — structural transformation that changes how the text feels.
When to Use
- Text sounds robotic, generic, or overly polished
- Content flags AI detection tools
- Blog posts, marketing copy, or emails feel "off"
- Need to match natural human writing patterns
- After AI-generated first drafts before publication
When NOT to Use
- Code cleanup → use
slop-removeragent instead - Grammar/style review without rewriting → use
copy-editorskill - Writing in a specific brand voice → use
brand-voice+style-writer - Creating SEO content from scratch → use
seo-content(has built-in humanization) - After
style-writerwithout providing the Style DNA report → the humanizer will treat intentional stylistic devices (anaphora, fragment pairs, zero-hedging, zero-em-dash styles) as AI tells and replace them with its own AI tells. If you must humanize voice-matched content, provide the Style DNA report (style-forensicsoutput) as style context (see Phase 0)
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