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BytesAgain β€Ί Skills β€Ί Content System Humanizer Zh
πŸ¦€ ClawHub

Content System Humanizer Zh

by @abigale-cyber

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...

Versionv1.0.0
Downloads988
#crypto-defi#writing#translation#legal
TERMINAL
clawhub install content-system-humanizer-zh

πŸ“– About This Skill

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/-humanized.md
  • content-production/drafts/-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

    • πŸ’‘ Examples

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

    πŸ”’ 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