wechat-gggithub/chinese-ai-humanizer
Data science & MLThis page was translated automatically. Technical details may differ from the original. View the original
Recognize and remove traces of Chinese AI writing with minimal prompt words.
Overview
A minimalist checklist of rules for Chinese writing. Give it to the Agent, who will identify and remove common AI accents during writing or polishing. After installation, Codex will automatically match based on the description in the SKILL.md. Just submit a similar request directly: If it does not appear immediately after installation, restart Codex. For more instructions, see the official Codex Skill documentation. Copy the main text of SKILL.md (excluding the YAML frontmatter at the beginning) and insert the corresponding command file: - Codex: A single project uses the AGENTS.md in the project root directory, and uses ~/.codex/AGENTS.md globally. - Claude Code: A single project uses the CLAUDE.md in the root directory, and uses ~/.claude/CLAUDE.md globally. If you already have a command file, just add the content without overriding the original rules. For specific loading instructions, please refer to the Codex AGENTS.md official documentation and Claude Code documentation. Prompts also have costs. The shorter the rules, the fewer tokens they occupy, and the easier they are to maintain. This project only retains the features of stable reproducibility and direct rewriting, improving Chinese expression with as little text as possible. These rules are used to reduce common Chinese AI accents. The project does not provide AI detection capabilities nor guarantees bypassing detection tools.
Overview (machine translated)
A minimalist checklist of rules for Chinese writing. Give it to the Agent, who will identify and remove common AI accents during writing or polishing.
Usage
Method One: Use as a Skill (Recommended)
Calling the built-in Skill installer in Codex:
You can also manually install it into the Personal Skill directory:
After installation, Codex will automatically match based on SKILL.md in description. Just submit a similar request:
You can also explicitly specify the skill:
If it does not appear immediately after installation, restart Codex. For more instructions, see the official Codex Skill documentation.
Method 2: Add an Agent command file
Copy the main text of SKILL.md (excluding the YAML frontmatter at the beginning) and insert the corresponding command file:
When writing or polishing Chinese, check and remove the following AI traces to keep your expression natural, direct, and concise.
- Codex: A single project uses
AGENTS.mdin the project root directory, while~/.codex/AGENTS.mdis used globally. - Claude Code: A single project uses
CLAUDE.mdin the root directory, while~/.claude/CLAUDE.mdis used globally.
If you already have a command file, just add the content without overriding the original rules. For specific loading instructions, please refer to the Codex AGENTS.md official documentation and Claude Code documentation.
Design Principles
Prompts also have costs. The shorter the rules, the fewer tokens they occupy, and the easier they are to maintain. This project only retains the features of stable reproducibility and direct rewriting, improving Chinese expression with as little text as possible.
Effect Boundaries
These rules are used to reduce common Chinese AI accents. The project does not provide AI detection capabilities nor guarantees bypassing detection tools.
Contribution
When new stability features are discovered, feel free to submit an Issue or PR, accompanied by the original sentence and more natural modifications.
Permission
Author: Awesome-GitHub (@Wechat-ggGitHub).
Project content is licensed under the Creative Commons Attribution 4.0 International license. When copying, modifying, or publishing, please retain your attribution and link to this repository.
This page was translated automatically. Technical details may differ from the original.
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Install
npx skillfish add wechat-gggithub/chinese-ai-humanizer