Humanizer

SkillDocs & knowledge

Remove AI writing patterns to make documentation sound natural, specific, and human. Covers content patterns, language patterns, style patterns, and communication patterns.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Humanizer skill

What this skill tells your AI

The instructions your AI receives, as published by stijnvanhulle/template in .agents/skills/humanizer/SKILL.md and read by ahel’s review.

Identifies and removes AI-generated text patterns so writing sounds natural and specific instead of generic and hollow.

Process

  1. Read the input text.
  2. Identify AI patterns using the references below.
  3. Rewrite the problematic sections.
  4. Do a final anti-AI pass: ask "what makes this obviously AI generated?", name the remaining tells, and fix them.

Ensure the result sounds natural read aloud, varies sentence structure, uses specific details, and keeps the right tone.

Adding voice

Removing patterns is only half the job. Sterile, voiceless writing is just as obvious. Have opinions and react to facts instead of only reporting them. Vary sentence rhythm: short punchy sentences, then longer ones that take their time. Acknowledge complexity ("it works, but it also feels like a workaround"), use specific details, and let natural asides appear.

Pattern references

Load the category you need:

ReferenceCovers
content-patterns.mdUndue significance, empty credibility signals, -ing-participle filler, marketing language, vague attributions, generic filler sections
language-patterns.mdAI vocabulary, copula avoidance, negative parallelisms, rule-of-three, elegant variation, false ranges, filler and hedging, words to cut
style-patterns.mdDashes and semicolons as punctuation, unnecessary bold, inline-header lists, title-case headings, emojis
communication-patterns.mdChatbot artifacts, sycophantic openers

Signals

GitHub stars
34
Last commit
Sep 2026

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Advanced
Catalog kind
skill
Gateway key
humanizer-stijnvanhulle
Source
github.com/stijnvanhulle/template