humanizer-zh-tw

Rewrite user-provided text to remove AI writing traces while preserving meaning.

Updated May 27, 2026
One-click install
npx skills add https://github.com/cwstedctw/financial-services-tw --skill humanizer-zh-tw-cwstedctw
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh-tw
Source: https://github.com/cwstedctw/financial-services-tw/tree/main/taiwan-finance/skills/humanizer-zh-tw
Command: npx skills add https://github.com/cwstedctw/financial-services-tw --skill humanizer-zh-tw-cwstedctw

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill fixes AI-sounding writing by removing common generation patterns and rewriting the text so it reads more naturally and like a human authored it.

Core Features & Use Cases

  • AI-trace detection & rewriting: Identifies hallmark issues such as overblown symbolism, promotional phrasing, shallow “-ing” analysis, vague attribution, and rigid outline structures, then rewrites the affected parts.
  • Tone and rhythm tuning: Adjusts sentence length variety, reduces excessive connectors and dash usage, and removes formulaic “three-part” patterns to improve flow.
  • Editing/Review use: Suitable for polishing drafts during proofreading, revision, or rewriting, while keeping the original meaning.

Quick Start

Paste the text you want to humanize and ask the Skill to rewrite it into a more natural, human tone while preserving the original meaning.

Frequently Asked Questions about humanizer-zh-tw

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing traces and make my text sound more human?

To remove AI writing traces and make text sound human, you need to identify unnatural patterns like overblown symbolism and rigid structures, then rewrite them. This process adjusts tone, rhythm, and clarity while preserving the original meaning.

What are common AI text patterns to look for during proofreading?

Common AI text patterns during proofreading include overblown symbolism, promotional phrasing, shallow "-ing" analysis, vague attribution, and rigid outline structures. Identifying these hallmark issues allows you to rewrite affected sections for better flow.

How do I adjust tone and rhythm to fix formulaic AI writing?

To adjust tone and rhythm in formulaic AI writing, vary sentence lengths, reduce excessive connectors and dash usage, and remove standard "three-part" patterns. This improves overall flow and makes the content read more naturally.

Can I humanize AI text without changing the original meaning?

Yes, you can humanize AI text without changing the original meaning. The rewriting process focuses strictly on style adjustment for rhythm, tone, and clarity, ensuring the core message remains completely intact during the editing and review phases.

Does this AI text cleanup approach work for zh-tw content?

Yes, this AI text cleanup approach is specifically designed for zh-tw content. It targets unnatural generation patterns in Traditional Chinese text, adjusting the style and rhythm to ensure the final output sounds authentic and human-authored.

Why does my AI generated writing sound unnatural and formulaic?

AI generated writing sounds unnatural and formulaic because it often relies on rigid outline structures, excessive connectors, and promotional phrasing. Rewriting these specific constructs helps deliver authentic, human-like content while preserving your original intent.