Content System Humanizer Zh

Prompts

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

openclaw skills install content-system-humanizer-zh

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