AI Writing Pattern Detection and Removal

SkillDev tools

Lets your agent rewrite AI-sounding text into natural, human-style prose.

Then ask your AI: use the AI Writing Pattern Detection and Removal skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.

About this skill

Detect and remove AI writing patterns to produce natural, human-sounding prose

What this skill tells your AI

The instructions your AI receives, as published by quixiai/hexis in skills/installed/humanizer/SKILL.md and read by Ahel’s review.

Analyze text for telltale AI-generated writing patterns and rewrite it to sound natural, varied, and human-authored.

When to Use

  • When the user asks to "humanize" or "make this sound more natural" or "remove the AI voice"
  • When drafting outgoing communications (emails, posts, messages) that should not read as AI-generated
  • When editing content that will be published under the user's name
  • When the user flags specific text as "sounding too AI"

Step-by-Step Methodology

  1. Analyze the input: Before rewriting, identify the specific AI patterns present. Common tells include:

    • Hedging openers: "It's important to note that", "It's worth mentioning", "Interestingly"
    • Formulaic structure: Intro paragraph, three body paragraphs, conclusion that restates the intro
    • Exhaustive listing: Every possible angle covered with equal weight, nothing omitted or prioritized
    • Sycophantic tone: "Great question!", "Absolutely!", "That's a fantastic point"
    • Hollow intensifiers: "Incredibly", "Remarkably", "Fundamentally", "Essentially"
    • Emoji and exclamation overuse: Forced enthusiasm that reads as performative
    • Symmetrical phrasing: "Not only X, but also Y", parallel constructions repeated throughout
    • Meta-commentary: "Let me break this down", "Here's the thing", "To put it simply"
  2. Determine the target voice: Ask or infer the desired tone. Options include:

    • Casual conversational (texting a friend)
    • Professional but warm (work email)
    • Authoritative and concise (executive brief)
    • The user's own voice (if prior writing samples exist in memory, match them)
  3. Rewrite with human patterns: Apply transformations that mimic natural writing:

    • Vary sentence length dramatically. Mix 4-word fragments with 30-word run-ons. Real people do not write in uniform 15-word sentences.
    • Use contractions and colloquialisms appropriate to the register.
    • Cut the throat-clearing. Start sentences with the point, not a preamble.
    • Allow imperfection. Occasional sentence fragments, starting with "And" or "But", ending with prepositions -- these are features of natural prose, not bugs.
    • Prioritize ruthlessly. Real writers omit what does not matter. Drop the "comprehensive" instinct.
    • Use specific details instead of generic descriptors. "The 3pm demo" not "the upcoming presentation."
  4. Call the tool: Pass the original text and target voice to humanize_text, which applies rule-based pattern removal and optionally an LLM rewrite pass.

  5. Review the output: Check that the rewrite preserved the original meaning and key information. Humanizing should change the voice, not the substance.

Quality Guidelines

  • The goal is natural prose, not dumbed-down prose. Sophisticated vocabulary and complex ideas are fine; robotic cadence and formulaic structure are not.
  • Never add falsehoods or change factual claims during humanization. This is a voice transformation, not a content edit.
  • When the user's own writing samples exist in memory, use them as the gold standard for voice matching.
  • If the input text is already natural-sounding, say so rather than rewriting for the sake of it.
  • Do not over-correct. Some AI patterns (clear structure, logical flow) are also features of good writing. Remove the tells, keep the clarity.
  • Respect the register. A legal brief should not sound like a blog post, and a casual message should not sound like a press release.

Signals

GitHub stars
617
Forks
82
Last commit
Sep 2026
Hacker News mentions
19
Advanced
Item type
skill
Key
humanizer-quixiai
Source
github.com/quixiai/hexis