humanizer
Humanizer: Remove AI writing patterns
Edit text so it sounds like a real person wrote it: clearer rhythm, stronger specificity, less filler, and no chatbot artifacts. Keep the original meaning, facts, and intent.
Quick quality checklist
namematches folder name exactly (humanizer)- Examples are copy-paste runnable (Bash + Node.js)
- Rewrites preserve factual claims and scope
- Output includes rewritten text and optional concise change summary
- No invented facts, citations, or sources
When to use
- User asks to “humanize”, “de-AI”, “make this sound natural”, or “remove AI tone”
- Draft sounds generic, inflated, formulaic, or overly polished
- Content has chatbot artifacts (hedging, servile tone, boilerplate intros/outros)
- You need a tighter, more direct style without changing factual claims
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