mengke-wang/zh-humanizer-literary
Data science & MLThis page was translated automatically. Technical details may differ from the original. View the original
Chinese removes AI flavor and literary flair to enhance Codex Skill, drawing inspiration from Mengke/Good Things style to make Chinese drafts feel more human-like.
Overview
It helps you remove AI-generated elements, template sense, and generic marketing pitch, while preserving facts, author voices, and readable structure. Suitable for official accounts, Xiaohongshu, Jike short posts, reports, proposals, course scripts, product copy, and daily editing and revisions. It is not a generic polisher without sources. It draws on a wealth of public expressions from Wang Mengke (developer of the Good Things Happen app and founder of Good Things Gravity), as well as the content styles of Good Things Gravity and the Good Things Happen Handbook, distilling them into a more universal Chinese writing method. - Eliminate AI clichés like "in today's era," "with technological development," "noteworthy," and "in summary." - Replace abstract judgments with specific people, scenarios, products, actions, and consequences. - Retain useful structure but remove overly neat and smooth templates. - Add names, imagery, rhythm, and memory points on an accurate basis. - Distinguish facts, inferences, and suggestions, without fabricating cases, numbers, or results. This skill is produced by Mengke Wang (developer of the Good Things Happen App and founder of Good Things Gravity), drawing on his open content, Good Things Gravity, and the writing style of Good Things Happen manuals, distilling them into a Chinese method to remove AI flavor and enhance literary flair. - Raw corpus forms - undesensitized details of customers, projects, revenue, channels, or partnerships - internal strategy, business trade-offs, product line judgments - customer screening, pricing, cash flow, and internal review - any long references requiring the model to replicate specific historical dynamics
Overview (machine translated)
A Codex Chinese writing skill used to make Chinese drafts look more human-like.
Production and Method Design: Mengke Wang | Developer of Good Things Happen App | Founder of Good Things Gravity
It helps you remove AI-generated elements, template sense, and generic marketing pitch, while preserving facts, author voices, and readable structure. Suitable for official accounts, Xiaohongshu, Jike short posts, reports, proposals, course scripts, product copy, and daily editing and revisions.
Core temperament is: **Warm and straightforward, concrete and judgmental; Literary talent, but not chicken soup; Like someone who’s touched the real story, helping readers see things clearly. **
It is not a generic polisher without sources. It draws on a wealth of public expressions from Wang Mengke (developer of the Good Things Happen app and founder of Good Things Gravity), as well as the content styles of Good Things Gravity and the Good Things Happen Handbook, distilling them into a more universal Chinese writing method.
One word: Installation
Send this sentence to your AI:
Manual installation
If you are already in the repository directory, you can directly:
In a single sentence, use
You can also use it like this:
What will it do?
- Remove AI clichés like “in today’s era,” “with technological advancements,” “worth noting,” and “in summary.”
- Replace abstract judgments with specific people, scenarios, products, actions, and consequences.
- Retain useful structure, but remove the overly neat and sleek template feel.
- Adding names, imagery, rhythm, and memory points on an accurate basis.
- Distinguish between facts, inferences, and recommendations, without fabricating cases, figures, or results.
Style Origin
Explanation of publicly available sources:
This Skill is produced by Wang Mengke (developer of the Good Things Happen App and founder of Good Things Gravity), drawing on his open content, Good Things Gravity, and the writing style of Good Things Happen Handbook, distilling them into a Chinese method for enhancing AI flavor and literary flair.
When used, it follows the writing mechanism, avoiding persona roles, forging source texts, and not copying private corpora.
Warehouse Structure
Not included
- Raw corpus tables
- Undesensitized details of clients, projects, revenue, channels, or collaborations
- Internal strategy, business trade-offs, and product line judgment
- Customer screening, pricing, cash flow, and internal reviews
- Any long reference that requires the model to replicate specific historical dynamics
License
MIT License. Copyright © 2026 Good Things Gravity.
This page was translated automatically. Technical details may differ from the original.
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Install
npx skillfish add mengke-wang/zh-humanizer-literary