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Skills humanizer-zh

Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article's core argument.

install
source · Clone the upstream repo
git clone https://github.com/openclaw/skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/abigale-cyber/content-system-humanizer-zh" ~/.claude/skills/openclaw-skills-humanizer-zh && rm -rf "$T"
OpenClaw · Install into ~/.openclaw/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/abigale-cyber/content-system-humanizer-zh" ~/.openclaw/skills/openclaw-skills-humanizer-zh && rm -rf "$T"
manifest: skills/abigale-cyber/content-system-humanizer-zh/SKILL.md
tags
#chinese-language#text-rewriting#ai-detection#content-editing#nlp#humanization
source content

Humanizer ZH

This repo-local skill is inspired by 

op7418/Humanizer-zh
and 
blader/humanizer
, but implemented for the content-system runtime.

Quick Start

.venv/bin/python -m skill_runtime.cli run-skill humanizer-zh \
  --input content-production/drafts/harness-engineering-一人公司-article.md

What It Does

  • Detects obvious AI-writing traces in Chinese prose
  • Applies a surgical rewrite pass on body paragraphs
  • Preserves facts, numbers, headings, structure, and article intent
  • Writes a humanized copy plus a JSON report

Output

  • content-production/drafts/<slug>-humanized.md
  • content-production/drafts/<slug>-humanizer-report.json

Constraints

  • Do not invent new facts or sources
  • Do not flatten strong viewpoints into neutral filler
  • Do not rewrite headings or titles by default
  • Do not pretend the text comes from personal experience if it does not