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What is this?
human-writing is an Agent Skill that makes AI-generated Chinese text read like a specific person wrote it instead of generic AI-sounding prose. It covers most Chinese writing scenarios: Zhihu answers, WeChat articles, blogs, forum posts, profiles, explainers, reviews, fiction, and spoken scripts.
human-writing is an Agent Skill that makes AI-generated Chinese text read like a specific person wrote it instead of generic AI-sounding prose. It covers most Chinese writing scenarios: Zhihu answers, WeChat articles, blogs, forum posts, profiles, explainers, reviews, fiction, and spoken scripts.Is this a coding library, or an instruction set for AI agents?It is not code to import. It is a Skill folder (SKILL.md plus topic-specific guide files and a Python checker script, checkprose.py) that an AI agent reads and follows, or that you paste directly into a chat window as a condensed prompt.
It is not code to import. It is a Skill folder (SKILL.md plus topic-specific guide files and a Python checker script, checkprose.py) that an AI agent reads and follows, or that you paste directly into a chat window as a condensed prompt.How do I install the skill?Tell your AI agent to read this repository and install human-writing; it will find and set up the skill automatically, showing up as '活人感写作'. If your agent can't install directly, download it from Releases or copy the human-writing folder into your local Skills directory, keeping the folder name unchanged.
Tell your AI agent to read this repository and install human-writing; it will find and set up the skill automatically, showing up as '活人感写作'. If your agent can't install directly, download it from Releases or copy the human-writing folder into your local Skills directory, keeping the folder name unchanged.Which AI agents or chat tools can use this skill?Any agent that supports the Skills format can install it directly. For plain chat windows like ChatGPT or Qwen (千问), there's a condensed under-2000-character 'lite' version (human-writing-lite.md) you just paste in.
Any agent that supports the Skills format can install it directly. For plain chat windows like ChatGPT or Qwen (千问), there's a condensed under-2000-character 'lite' version (human-writing-lite.md) you just paste in.Does the checker script guarantee good writing style?No. checkprose.py only catches hard-coded rule violations like banned rhetorical reversals, AI-ish clichés, and punctuation abuse — it doesn't make broader style decisions for you.
No. checkprose.py only catches hard-coded rule violations like banned rhetorical reversals, AI-ish clichés, and punctuation abuse — it doesn't make broader style decisions for you.What changed between version 1.0 and 1.1?1.0 banned specific AI-sounding phrases, but models just swapped the wording while doing the same rhetorical trick. 1.1 instead bans the underlying move (setting up a false expectation then reversing it) and adds statistical checks for sentence-length variation and conjunction density.
1.0 banned specific AI-sounding phrases, but models just swapped the wording while doing the same rhetorical trick. 1.1 instead bans the underlying move (setting up a false expectation then reversing it) and adds statistical checks for sentence-length variation and conjunction density.How is the guidance organized across the repo?Separate files handle different writing modes: forum-prose.md for long-form posts, reality.md for nonfiction fact-checking, fiction.md for fiction rules, formats.md for short/scripted content, and revision.md for the final pass-by-pass editing checklist.
Separate files handle different writing modes: forum-prose.md for long-form posts, reality.md for nonfiction fact-checking, fiction.md for fiction rules, formats.md for short/scripted content, and revision.md for the final pass-by-pass editing checklist.How does it decide if there's enough material to write from?For nonfiction, if the material is thin it searches for more, asks follow-up questions, or shortens the piece rather than padding with filler. Fiction can invent freely, but every scene still needs a goal, an action, and a change.
For nonfiction, if the material is thin it searches for more, asks follow-up questions, or shortens the piece rather than padding with filler. Fiction can invent freely, but every scene still needs a goal, an action, and a change.Who is this aimed at?Chinese-language writers and anyone using AI agents to draft Zhihu answers, WeChat essays, blogs, forum posts, profiles, reviews, fiction, or voiced scripts who wants the output to not read as obviously AI-written.
Chinese-language writers and anyone using AI agents to draft Zhihu answers, WeChat essays, blogs, forum posts, profiles, reviews, fiction, or voiced scripts who wants the output to not read as obviously AI-written.What are similar projects?sun-style-writing, linkedin-agent-skill, Humanizer-zh, chinese-novelist-skill, stop-slop, AI-drama-pound, bigpeng-hot-gzh, screenwriting-skills
sun-style-writing, linkedin-agent-skill, Humanizer-zh, chinese-novelist-skill, stop-slop, AI-drama-pound, bigpeng-hot-gzh, screenwriting-skillsWhich topics is it in?creative-writing, ai-writing, writing-tools, claude-skill, writing, chinese-language, claude-code-skill, content-creation, prompt-engineering, skill, agent-skills, claude-code
creative-writing, ai-writing, writing-tools, claude-skill, writing, chinese-language, claude-code-skill, content-creation, prompt-engineering, skill, agent-skills, claude-code