humanize-it
Humanize-It automatically detects your document type and applies the most effective de-AI rewriting strategy, cycling through specialized skills until the text reads naturally human-written. It handles general articles, technical documentation, and academic content with up to 42 iterative passes.
Humanize-It removes AI writing patterns from Chinese text by intelligently selecting and iterating through specialized rewriting strategies.
AI-generated summary based on this skill's SKILL.md
Install
smallnest/goal-workflow/humanize-it · repository language: HTML
git clone https://github.com/smallnest/goal-workflow
cp -r goal-workflow/skills/humanize-it ~/.claude/skills/humanize-itnpx skillfed install smallnest/goal-workflow/humanize-itFrequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
What does humanize-it do to remove AI writing patterns?
Humanize-It automatically detects your document type and applies the most effective de-AI rewriting strategy, cycling through specialized skills until the text reads naturally human-written. The skill removes telltale AI patterns—repetitive phrasing, overly formal structure, and mechanical transitions—while preserving your original meaning and intent.
Can humanize-it handle different types of documents?
Yes. Humanize-It adapts text to specific domains including general articles, technical documentation, and academic content. Each domain receives appropriate style adjustments so technical papers maintain precision while general writing gains conversational flow and academic work preserves rigor with natural phrasing.
How many times can humanize-it rewrite a document?
Humanize-It supports up to 42 iterative passes, allowing you to progressively refine your text across multiple humanization strategies. Each pass applies different techniques to strip away remaining AI markers and inject greater personality and natural rhythm into your content.
Does humanize-it work with non-English text?
Yes. Humanize-It processes multiple languages including Chinese. The skill detects language automatically and applies culturally appropriate humanization—removing AI flavor (去AI味), machine-like tone (去机器味), and AI detection markers (降AIGC检测) while maintaining natural phrasing in your source language.
Will humanize-it change the meaning of my original text?
No. Humanize-It preserves your original meaning while rewriting for natural human voice. The skill focuses on transforming surface-level patterns—sentence structure, word choice, pacing—rather than altering your core message, arguments, or factual content.
Is humanize-it useful for bypassing AI detection?
Humanize-It's primary purpose is making text sound naturally human-written by removing AI patterns. While the skill can help reduce AI detection markers as a secondary benefit, its main strength lies in improving readability and authenticity rather than serving as a detection-evasion tool.
SKILL.md
rendered from the published skill — quoted content, verbatim
Humanize-It: 迭代式去 AI 味改写
对指定文档进行去 AI 味的改写。根据文本类型和内容，从三个子 skill 中自动选择最合适的一个开始改写。如果改写效果不满意，换用另一个 skill 继续迭代，直到效果达标或达到 42 次迭代上限。
子 Skill 能力矩阵
| Skill | 适用场景 | 核心能力 | 改写风格 |
|---|---|---|---|
| humanizer-zh | 通用文本、文章、博客、文案 | 识别 24+ AI 写作模式，注入个性与灵魂，节奏变化 | 自然、有温度、带观点 |
| humanize-chinese | 通用 + 学术 + 长文本 | 20+ 规则检测 + 统计特征 + LR 融合评分，CLI 工具链 | 多种风格可选（知乎/小红书/学术/文学等） |
| technical-writing | 技术文档、架构说明、设计稿、评审文档 | 去除技术黑话，证据先行，消除主持腔 | 平实、严谨、可论证 |
工作流程
第一步：读取文档并分析
- 读取用户指定的文档内容
- 判断文档类型：
- 技术文档（技术方案、架构说明、设计文档、评审稿）→ 优先使用
technical-writing - 学术论文（论文、研究文章）→ 优先使用
humanize-chinese（学术模式） - 通用文本（博客、文案、文章）→ 优先使用
humanizer-zh-
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skills/humanize-it/SKILL.md