humanize-it

Rewrites AI-generated Chinese, technical, academic, and long-form documents into natural prose while preserving meaning.

207|30|Updated May 16, 2026
One-click install
npx skills add https://github.com/smallnest/goal-workflow --skill humanize-it
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize-it
Source: https://github.com/smallnest/goal-workflow/tree/main/skills/humanize-it
Command: npx skills add https://github.com/smallnest/goal-workflow --skill humanize-it

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill rewrites documents that sound artificial or machine-generated so they read naturally, feel more human, and keep the original meaning intact.

Core Features & Use Cases

  • Adaptive Rewrite Strategy: Automatically chooses the best approach for technical documents, academic papers, general articles, or long-form content.
  • Iterative Quality Improvement: Rewrites in multiple passes and switches strategies when needed until the text meets the quality target or reaches the iteration limit.
  • Meaning Preservation: Keeps key information, tone requirements, and document intent while reducing AI-like phrasing and repetitive patterns.
  • Use Case: A writer can send in a draft report, thesis section, or blog post and get a more natural version that still matches the original purpose and audience.

Quick Start

Use the humanize-it skill to rewrite this document in a more natural, human tone while preserving its meaning.

Frequently Asked Questions about humanize-it

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I rewrite AI-generated text to sound more human?

To rewrite AI-generated text to sound more human, this Skill selects an adaptive rewriting strategy and iteratively processes the document through multiple styles to reduce machine-like phrasing while preserving the original meaning.

How does iterative humanization work for academic writing?

Iterative humanization for academic writing works by looping through multiple rewriting passes and switching strategies up to 42 iterations until the text meets the natural tone target and retains key information.

Can I use this for long-form technical documentation?

Yes, you can use this for long-form technical documentation. The Skill automatically chooses the best rewriting approach for technical documents and preserves key information and audience intent during the humanization process.

What is the best way to remove AI traces from a Chinese article?

The best way to remove AI traces from a Chinese article is using an adaptive rewrite strategy that iteratively shifts styles and reduces repetitive patterns while maintaining the original document intent.

Does humanizing a document change its original meaning?

Humanizing a document does not change its original meaning. The rewriting process is designed to keep key information, tone requirements, and document intent intact while reducing artificial and repetitive AI patterns.