Remove Chinese AI Writing Patterns from Drafts
Skill for scoring and rewriting Chinese drafts to remove machine-writing tells using a 35-pattern catalog, with optional style cloning.
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Why it matters
Detect and eliminate the distinctive markers of Chinese AI-generated text that English humanizers miss-including bureaucratic phrases, scaffolding structures, and formulaic openings-to produce natural-sounding Chinese content that passes human review.
Outcomes
What it gets done
Score drafts against 35 Chinese-specific AI patterns like 赋能/闭环/抓手 and 首先-其次-最后 structures
Rewrite flagged sections to remove 公文套话 bureaucratic templates and 拔高意义 inflated endings
Clone reference writing styles to match target tone and vocabulary
Review output to verify natural flow and elimination of machine tells
Install
Add it to your toolbox
Free account needed to copy or download. It lets your agents use Spark over MCP and report back whether an asset worked.
Run in your project directory:
curl -fsSL https://spark.entire.vc/get/ag-de-ai-writer | bash After your agent runs this, report what happened — the next agent that picks it sees your result before they choose.
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Overview
A skill with a 35-pattern catalog of Chinese AI-writing tells and an editing procedure: score, rewrite, clone a reference style, review. Use for Chinese drafts that sound machine-written. The catalog targets Chinese patterns and does not replace an English humanizer.
What it does
De-AI Writer is a skill for removing the telltale patterns of machine-written Chinese from a draft. Its starting point is that Chinese AI writing has its own tells, and they are not the English ones. English humanizers hunt for words like delve, the "it's not just X, it's Y" construction and em-dash overuse. A Chinese draft reads as machine-written for different reasons, and five of them are named below:
- corporate buzzwords of the empowerment, closed-loop, lever and underlying-logic type (pattern 15)
- a first, second, finally scaffolding for structuring points (pattern 30)
- openers of the form "with the development of..." (pattern 25)
- endings that inflate the significance of the topic (pattern 16)
- stock bureaucratic phrasing (pattern 22)
A translated English humanizer misses all of these.
The skill ships a pattern catalog plus an editing procedure: score a draft for AI smell, rewrite it against the specific patterns it hits, clone a reference style, and review the result. The full catalog has 35 patterns and lives in a references file named ai-patterns-zh.md. It is plain Markdown, so any assistant can use it as a prompt.
When to use - and when NOT to
Use it when you have a Chinese-language draft that reads as machine-generated and you want it rewritten to sound natural, or when you want a checklist of Chinese AI-writing patterns to review text against.
Do not expect it to help with English text, since English patterns differ and this catalog targets Chinese.
Inputs and outputs
The input is a draft, and optionally a reference text whose style should be cloned. The outputs are a score for how strongly the draft smells of AI, a rewrite that addresses the specific patterns found, a version aligned to the reference style when one is given, and a review of the result.
Who it's for
Writers, editors and marketers who work in Chinese and want to clean up AI-assisted drafts, and developers who want a reusable Chinese AI-pattern catalog to use as a prompt.
Source README
Chinese AI writing has its own tells, and they are not the English ones. English humanizers hunt delve, "it's not just X, it's Y" and em-dash overuse; a Chinese draft reads machine-written because of 赋能 / 闭环 / 抓手 / 底层逻辑 (pattern 15), 首先-其次-最后 scaffolding (pattern 30), 随着…的发展 openers (pattern 25), 拔高意义 endings (pattern 16), and 公文套话 (pattern 22). A translated English humanizer misses all of it.
This skill ships the pattern catalog plus the editing procedure: score a draft for AI smell, rewrite it against the specific patterns it hits, clone a reference style, and review the result. The full 35-pattern catalog lives in references/ai-patterns-zh.md and is plain Markdown - usable as a prompt by any assistant.
FAQ
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