humanizer
Humanizer
Remove AI writing patterns and add human voice. Based on Wikipedia's "Signs of AI writing" guide — 29 patterns drawn from observations of thousands of AI-generated texts.
Key insight: LLMs tend toward the most statistically likely result. The goal is not just clean text — it is text with a person behind it.
Process
- Scan for all 29 patterns in PATTERNS.md — Content, Language, Style, Communication, Filler/Hedging.
- Rewrite each problematic section. Favor
is/are/hasover copula avoidance. Name the actor. Use specific details. - Present Draft rewrite.
- Self-audit: ask "What makes this so obviously AI generated?" List remaining tells (≤5 bullets).
- Revise again based on the audit.
- Present Final rewrite + brief Changes made summary.
Voice
Without a sample — write with a natural, varied, opinionated voice:
- Vary sentence length. Short. Then one that takes its time.
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