Remove Chinese AI Writing Patterns from Drafts
Catalog of 35 Chinese AI writing patterns (赋能, 闭环, 首先-其次-最后 scaffolding, 随着 openers) that English humanizers miss, with editing procedure for scoring
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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
De-AI Writer - Remove Chinese AI Writing Patterns
De-AI Writer provides a catalog of 35 Chinese AI writing patterns that English humanizers cannot catch, plus an editing procedure. The catalog documents patterns like 赋能/闭环/抓手/底层逻辑, 首先-其次-最后 scaffolding, 随着…的发展 openers, 拔高意义 endings, and 公文套话. The procedure covers scoring drafts for AI smell, rewriting against specific patterns, cloning reference styles, and reviewing results. Use this when Chinese text feels machine-generated despite passing English AI detectors, or when you see formulaic structures, bureaucratic phrasing, and corporate jargon clusters specific to Chinese AI output. The pattern catalog and editing procedure are usable as a prompt by any assistant.
What it does
De-AI Writer provides a catalog of the 35 telltale patterns that mark Chinese AI-generated text - patterns invisible to English-focused humanizers. While English tools hunt for "delve" and em-dash overuse, this skill documents 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). It 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.
When to use - and when NOT to
Use this when editing Chinese text that feels machine-generated despite passing English AI detectors, when you see repetitive bureaucratic phrasing (公文套话), formulaic three-part structures (首先-其次-最后), or corporate jargon clusters (赋能/闭环/抓手). Use it when translating AI-generated Chinese content that needs to read human-authored. Do NOT use this for English-language text - it targets Chinese-specific patterns that don't appear in English AI writing. Do NOT use it if your text is genuinely human-written Chinese that happens to use formal business language appropriately.
Inputs and outputs
You provide a Chinese draft suspected of AI generation. The skill provides the 35-pattern catalog in references/ai-patterns-zh.md and the editing procedure to score the draft, identify which specific patterns appear (pattern 15, 16, 22, 25, 30, etc.), rewrite the text to eliminate those patterns while preserving meaning, optionally clone a reference style, and review the result.
Who it's for
Anyone working with Chinese text who needs to identify and address AI writing patterns. The full 35-pattern catalog lives in references/ai-patterns-zh.md and is plain Markdown - usable as a prompt by any assistant. Unlike English humanizers that miss Chinese-specific tells, this skill addresses the actual patterns (赋能, 闭环, 抓手, 底层逻辑, 首先-其次-最后 scaffolding, 随着…的发展 openers, 拔高意义 endings, 公文套话) that mark Chinese AI writing.
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.
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