humanizer-zh

name	humanizer-zh
description	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.

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