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文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/SKILL.md

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+---
+name: writing-anti-ai
+description: This skill should be used when the user asks to "remove AI writing patterns", "humanize this text", "make this sound more natural", "remove AI-generated traces", "fix robotic writing", or needs to eliminate AI writing patterns from prose. Supports both English and Chinese text. Based on Wikipedia's "Signs of AI writing" guide, detects and fixes inflated symbolism, promotional language, superficial -ing analyses, vague attributions, AI vocabulary, negative parallelisms, and excessive conjunctive phrases.
+version: 1.0.0
+author: gaoruizhang
+license: MIT
+tags: [Writing, AI, Anti-AI, Humanizer]
+---
+
+# Writing Anti-AI
+
+Remove AI-generated writing patterns from text to make it sound natural and human-written. Supports both English and Chinese.
+
+## Overview
+
+This skill identifies and eliminates predictable AI writing patterns from prose, based on [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing), maintained by WikiProject AI Cleanup.
+
+**Core insight**: LLMs use statistical algorithms to predict what should come next. The result tends toward the most statistically likely outcome that applies to the widest variety of cases—creating detectable patterns.
+
+## When to Use This Skill
+
+**Trigger phrases:**
+- "Humanize this text" / "人性化处理这段文字"
+- "Remove AI writing patterns" / "去除 AI 写作痕迹"
+- "Make this sound more natural" / "让这段文字更自然"
+- "This sounds robotic/AI-generated" / "这听起来像机器写的"
+- "Fix the AI patterns" / "修复 AI 模式"
+
+**Use cases:**
+- Editing AI-generated content to sound human
+- Reviewing text for AI patterns before publication
+- Polishing academic or professional writing
+- Removing "slop" from prose
+
+## Core Rules (快速检查清单)
+
+### 1. Cut Filler Phrases
+Remove throat-clearing openers and emphasis crutches.
+
+**English examples**:
+- "In order to achieve this goal" → "To achieve this"
+- "Due to the fact that" → "Because"
+- "It is important to note that" → (delete)
+
+**中文示例**:
+- "为了实现这一目标" → "为了实现这一点"
+- "值得注意的是" → (删除)
+- "基于……的事实" → "因为"
+
+### 2. Break Formulaic Structures
+Avoid binary contrasts, dramatic fragmentation, rhetorical setups.
+
+**Patterns to avoid**:
+- Negative parallelisms: "It's not just X, it's Y"
+- Rule of three: "A, B, and C" (prefer two or four items)
+- Em-dash reveals: "X—Y" (just use commas)
+
+### 3. Vary Rhythm
+Mix sentence lengths. End paragraphs differently.
+
+**Check**:
+- Three consecutive sentences same length? Break one.
+- Paragraph ends with punchy one-liner? Vary it.
+
+### 4. Trust Readers
+State facts directly. Skip softening, justification, hand-holding.
+
+**Bad**: "It could potentially be argued that the policy might have some effect."
+**Good**: "The policy may affect outcomes."
+
+### 5. Cut Quotables
+If it sounds like a pull-quote, rewrite it.
+
+**Bad**: "This represents a major step in the right direction."
+**Good**: "The company plans to open two more locations."
+
+## Common AI Patterns (常见 AI 模式)
+
+### Content Patterns (内容模式)
+
+| Pattern | Description | 中文描述 |
+|---------|-------------|----------|
+| **Undue emphasis** | "stands as a testament", "crucial role" | "作为……的证明"，"关键作用" |
+| **Promotional language** | "vibrant", "rich heritage", "breathtaking" | "充满活力的"，"丰富遗产"，"令人叹为观止" |
+| **Vague attributions** | "Experts believe", "Observers note" | "专家认为"，"观察者指出" |
+| **Superficial -ing analyses** | "highlighting the importance", "ensuring that" | "强调……的重要性"，"确保……" |
+| **Formulaic "challenges" sections** | "Despite X, faces challenges" | "尽管……面临挑战" |
+
+### Language Patterns (语言模式)
+
+| Pattern | Description | 中文描述 |
+|---------|-------------|----------|
+| **AI vocabulary** | Additionally, crucial, delve, enhance, landscape | 此外，至关重要，深入探讨，增强，格局 |
+| **Copula avoidance** | "serves as", "stands for", "represents" | "作为"，"代表"，"充当" |
+| **Em dash overuse** | Using — more than humans | 过度使用破折号 |
+| **Rule of three** | Forcing ideas into groups of three | 强行三段式 |
+| **Elegant variation** | Excessive synonym substitution | 过度换词 |
+
+For comprehensive pattern lists, see:
+- **`references/patterns-english.md`** - Complete English pattern reference
+- **`references/patterns-chinese.md`** - Complete Chinese pattern reference
+
+## Personality and Soul (注入灵魂)
+
+Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious.
+
+### Signs of soulless writing:
+- Every sentence is the same length and structure
+- No opinions, just neutral reporting
+- No acknowledgment of uncertainty or mixed feelings
+- No first-person perspective when appropriate
+- No humor, no edge, no personality
+
+### How to add voice:
+
+**Have opinions.** Don't just report facts—react to them.
+
+> "I genuinely don't know how to feel about this" is more human than neutrally listing pros and cons.
+
+**Vary your rhythm.** Short punchy sentences. Then longer ones that take their time.
+
+**Acknowledge complexity.** Real humans have mixed feelings.
+
+> "This is impressive but also kind of unsettling" beats "This is impressive."
+
+**Use "I" when it fits.** First person isn't unprofessional—it's honest.
+
+> "I keep coming back to..." signals a real person thinking.
+
+**中文示例**：
+> "我真的不知道该怎么看待这件事"比中立地列出利弊更有人味。
+>
+> "这令人印象深刻但也有点不安"胜过"这令人印象深刻"。
+
+## Workflow (工作流程)
+
+### For English Text:
+
+1. **Identify patterns** - Scan for AI patterns listed above
+2. **Rewrite sections** - Replace AI-isms with natural alternatives
+3. **Preserve meaning** - Keep core message intact
+4. **Maintain voice** - Match intended tone (formal, casual, technical)
+5. **Add soul** - Inject personality and opinions
+
+### For Chinese Text (中文文本):
+
+1. **识别 AI 模式** - 扫描上述列出的模式
+2. **重写问题片段** - 用自然替代方案替换
+3. **保留含义** - 保持核心信息完整
+4. **维持语调** - 匹配预期的语气（正式、随意、技术）
+5. **注入灵魂** - 添加个性和观点
+
+## Quick Scoring (快速评分)
+
+Rate the text 1-10 on each dimension (总分 50):
+
+| Dimension | Question | 问题 | Score |
+|-----------|----------|------|-------|
+| **Directness** | Direct statements or announcements? | 直接陈述还是绕圈宣告？ | /10 |
+| **Rhythm** | Varied or metronomic? | 节奏变化还是机械重复？ | /10 |
+| **Trust** | Respects reader intelligence? | 尊重读者智慧吗？ | /10 |
+| **Authenticity** | Sounds human? | 听起来像真人吗？ | /10 |
+| **Density** | Anything cuttable? | 有可删减的内容吗？ | /10 |
+
+**Standard**:
+- 45-50: Excellent, AI patterns removed
+- 35-44: Good, room for improvement
+- Below 35: Needs revision
+
+## Examples (示例)
+
+See **`examples/`** for before/after transformations:
+- **`examples/english.md`** - English text examples
+- **`examples/chinese.md`** - Chinese text examples
+
+## Quick Reference (快速参考)
+
+### English - Common Fixes:
+| Before | After |
+|--------|-------|
+| "serves as a testament to" | "shows" |
+| "Moreover, it provides" | "It adds" |
+| "It's not just X, it's Y" | "X does Y" |
+| "Industry experts believe" | "According to [specific source]" |
+
+### 中文 - 常见修复：
+| 改写前 | 改写后 |
+|--------|--------|
+| "作为……的证明" | "表明" |
+| "此外，……提供了" | "……增加了" |
+| "这不仅仅是……而是……" | "……是……" |
+| "专家认为" | "根据[具体来源]" |
+
+## Additional Resources
+
+### Reference Files
+- **`references/patterns-english.md`** - Complete English pattern reference
+- **`references/patterns-chinese.md`** - 完整中文模式参考
+- **`references/phrases-to-cut.md`** - Filler phrases to remove (需删除的填充短语)
+- **`references/wikipedia-source.md`** - Original Wikipedia source material
+
+### Example Files
+- **`examples/english.md`** - English before/after examples
+- **`examples/chinese.md`** - 中文改写示例
+
+## Best Practices
+
+✅ **DO**:
+- Combine pattern detection with soul injection
+- Support both English and Chinese
+- Use progressive disclosure (core rules here, details in references/)
+- Vary sentence structure and rhythm
+- Add specific details instead of vague claims
+- Use simple constructions (is/are/have) where appropriate
+
+❌ **DON'T**:
+- Just remove patterns without adding voice
+- Leave stereotypic structures intact
+- Over-correct and lose the original meaning
+- Ignore language-specific patterns
+- Make all sentences the same length
+
+## License
+
+MIT
+
+## Attribution
+
+Based on [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia/Signs_of_AI_writing), maintained by WikiProject AI Cleanup. Merges content from `humanizer`, `humanizer-zh`, and `stop-slop` skills.

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/examples/chinese.md

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+# 中文示例 - 改写前后
+
+中文文本改写示例。
+
+## 示例 1：软件更新公告
+
+### 改写前（AI 味道）：
+> 新的软件更新作为公司致力于创新的证明。此外，它提供了无缝、直观和强大的用户体验——确保用户能够高效地完成目标。这不仅仅是一次更新，而是我们思考生产力方式的革命。行业专家认为这将对整个行业产生持久影响，彰显了公司在不断演变的技术格局中的关键作用。
+
+### 改写后（人性化）：
+> 软件更新添加了批处理、键盘快捷键和离线模式。来自测试用户的早期反馈是积极的，大多数报告任务完成速度更快。
+
+**所做更改**：
+- 删除了"作为……的证明"（夸大的象征意义）
+- 删除了"此外"（AI 词汇）
+- 删除了"无缝、直观和强大"（三段式法则 + 宣传性）
+- 删除了破折号和"-确保"短语（肤浅分析）
+- 删除了"这不仅仅是……而是……"（否定式排比）
+- 删除了"行业专家认为"（模糊归因）
+- 删除了"关键作用"和"不断演变的格局"（AI 词汇）
+- 添加了具体功能和具体反馈
+
+---
+
+## 示例 2：旅游描述
+
+### 改写前：
+> 坐落在托斯卡纳令人叹为观止的区域内，这个村庄作为意大利丰富文化遗产的充满活力的证明。拥有仅 2000 名居民，它作为寻求灵感的艺术家们的焦点，象征着意大利乡村持久之美的起伏山丘和柏树-lined 道路反映了这一点。
+
+### 改写后：
+> 这个村庄在托斯卡纳，有 2000 名居民。许多艺术家来此参观，描绘周围的山丘和柏树。
+
+---
+
+## 示例 3：科技公司简介
+
+### 改写前：
+> 此外，公司对培养创新的承诺通过其广泛的专利组合得到强调，该组合涵盖了从量子计算到可持续能源解决方案的开创性技术。这种多方面的方法使公司在行业不断演变的格局中处于前沿地位。
+
+### 改写后：
+> 该公司拥有 127 项专利，主要在量子计算和可持续能源领域。去年授予了六项专利。
+
+---
+
+## 示例 4：学术摘要
+
+### 改写前：
+> 本研究作为对社交媒体使用与青少年心理健康结果之间相互作用的全面考察。强调了在线参与模式与心理健康之间的复杂关系，研究强调了父母调解在减轻潜在不良影响中的关键作用。
+
+### 改写后：
+> 我们调查了 500 名青少年的社交媒体使用和心理健康。每日使用量越高，焦虑报告越多。父母设置屏幕时间限制的青少年焦虑得分低 40%。
+
+---
+
+## 示例 5：产品发布
+
+### 改写前：
+> 此次发布代表了公司追求卓越旅程中的重要里程碑。此外，它展示了组织对提供体现质量和创新的产品的坚定承诺。行业观察人士指出，此次发布可能会重塑竞争格局。
+
+### 改写后：
+> 该产品明天发布。售价 299 美元，将在 12 个国家销售。预订量比上一代高出 20%。
+
+---
+
+## 评分示例
+
+### 示例 A（评分：48/50 - 优秀）：
+> 图书馆去年增加了 5 万本书。会员增长了 12%。我一直在回去——这是附近唯一安静的地方。
+
+**为什么有效**：
+- 直接的事实（具体数字）
+- 句子长度变化
+- 第一人称观点（"我一直在回去"）
+- 简单的语言
+
+### 示例 B（评分：28/50 - 需要改进）：
+> 图书馆作为知识的灯塔，象征着社区对智力增长的持久承诺。此外，它拥有广泛的收藏，强调了其在教育格局中的关键作用。
+
+**为什么失败**：
+- 模糊和夸张
+- AI 词汇（"此外"，"关键作用"，"格局"）
+- 没有具体细节
+- 没有人性化的声音

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/examples/english.md

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+# English Examples - Before and After
+
+英文文本改写示例。
+
+## Example 1: Software Update Announcement
+
+### Before (AI-sounding):
+> The new software update serves as a testament to the company's commitment to innovation. Moreover, it provides a seamless, intuitive, and powerful user experience—ensuring that users can accomplish their goals efficiently. It's not just an update, it's a revolution in how we think about productivity. Industry experts believe this will have a lasting impact on the entire sector, highlighting the company's pivotal role in the evolving technological landscape.
+
+### After (Humanized):
+> The software update adds batch processing, keyboard shortcuts, and offline mode. Early feedback from beta testers has been positive, with most reporting faster task completion.
+
+**Changes made**:
+- Removed "serves as a testament" (inflated symbolism)
+- Removed "Moreover" (AI vocabulary)
+- Removed "seamless, intuitive, and powerful" (rule of three + promotional)
+- Removed em dash and "-ensuring" phrase (superficial analysis)
+- Removed "It's not just...it's..." (negative parallelism)
+- Removed "Industry experts believe" (vague attribution)
+- Removed "pivotal role" and "evolving landscape" (AI vocabulary)
+- Added specific features and concrete feedback
+
+---
+
+## Example 2: Travel Description
+
+### Before:
+> Nestled within the breathtaking region of Tuscany, the village stands as a vibrant testament to Italy's rich cultural heritage. Boasting a population of just 2,000 residents, it serves as a focal point for artists seeking inspiration from the rolling hills and cypress-lined roads that symbolize the enduring beauty of the Italian countryside.
+
+### After:
+> The village is in Tuscany and has 2,000 residents. Many artists visit to paint the surrounding hills and cypress trees.
+
+---
+
+## Example 3: Tech Company Profile
+
+### Before:
+> Additionally, the company's commitment to fostering innovation is underscored by its extensive patent portfolio, which encompasses groundbreaking technologies ranging from quantum computing to sustainable energy solutions. This multifaceted approach positions the firm at the forefront of the industry's evolving landscape.
+
+### After:
+> The company holds 127 patents, mostly in quantum computing and sustainable energy. Six patents were granted last year.
+
+---
+
+## Example 4: Academic Abstract
+
+### Before:
+> This study serves as a comprehensive examination of the interplay between social media usage and adolescent mental health outcomes. Highlighting the intricate relationship between online engagement patterns and psychological wellbeing, the research underscores the crucial role of parental mediation in mitigating potential adverse effects.
+
+### After:
+> We surveyed 500 teenagers about their social media use and mental health. Higher daily usage correlated with increased anxiety reports. Teens whose parents set screen-time limits showed 40% lower anxiety scores.
+
+---
+
+## Example 5: Product Launch
+
+### Before:
+> The launch represents a significant milestone in the company's journey toward excellence. Moreover, it showcases the organization's unwavering dedication to delivering products that epitomize quality and innovation. Industry observers have noted that this release could potentially reshape the competitive landscape.
+
+### After:
+> The product launches tomorrow. It costs $299 and will be sold in 12 countries. Pre-orders are 20% higher than the previous model.
+
+---
+
+## Scoring Examples
+
+### Example A (Score: 48/50 - Excellent):
+> The library added 50,000 books last year. Membership grew by 12%. I keep going back—it's the only quiet place in my neighborhood.
+
+**Why it works**:
+- Direct facts (specific numbers)
+- Varied sentence length
+- First-person opinion ("I keep going back")
+- Simple language
+
+### Example B (Score: 28/50 - Needs work):
+> The library serves as a beacon of knowledge, symbolizing the community's enduring commitment to intellectual growth. Moreover, it boasts an extensive collection that underscores its pivotal role in the educational landscape.
+
+**Why it fails**:
+- Vague and puffery
+- AI vocabulary ("Moreover", "pivotal role", "landscape")
+- No specific details
+- No human voice

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/references/patterns-chinese.md

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+# 中文 AI 写作模式 - 完整参考
+
+Complete Chinese AI Writing Patterns Reference.
+
+## 内容模式 (CONTENT PATTERNS)
+
+### 1. 过度强调意义、遗产和更广泛的趋势
+
+**需要注意的词汇**：作为/充当、标志着/见证、是……的体现/证明/提醒、极其重要的/重要的/至关重要的/核心的/关键性的作用/时刻、凸显/强调/彰显了其重要性/意义、反映了更广泛的、象征着其持续的/永恒的/持久的、为……做出贡献、为……奠定基础、标志着/塑造着、代表/标志着一个转变、关键转折点、不断演变的格局、焦点、不可磨灭的印记、深深植根于
+
+**改写前**：
+> 加泰罗尼亚统计局于 1989 年正式成立，标志着西班牙区域统计演变史上的关键时刻。这一举措是西班牙全国范围内更广泛运动的一部分，旨在分散行政职能并加强区域治理。
+
+**改写后**：
+> 加泰罗尼亚统计局成立于 1989 年，负责独立于西班牙国家统计局收集和发布区域统计数据。
+
+---
+
+### 2. 过度强调知名度和媒体报道
+
+**需要注意的词汇**：独立报道、地方/区域/国家媒体、由知名专家撰写、活跃的社交媒体账号
+
+**改写前**：
+> 她的观点被《纽约时报》、BBC、《金融时报》和《印度教徒报》引用。她在社交媒体上拥有活跃的存在，拥有超过 50 万粉丝。
+
+**改写后**：
+> 在 2024 年《纽约时报》的采访中，她认为 AI 监管应该关注结果而不是方法。
+
+---
+
+### 3. 以 -ing 结尾的肤浅分析
+
+**需要注意的词汇**：突出/强调/彰显……、确保……、反映/象征……、为……做出贡献、培养/促进……、涵盖……、展示……
+
+**改写前**：
+> 寺庙的蓝色、绿色和金色色调与该地区的自然美景产生共鸣，象征着德克萨斯州的蓝帽花、墨西哥湾和多样化的德克萨斯州景观，反映了社区与土地的深厚联系。
+
+**改写后**：
+> 寺庙使用蓝色、绿色和金色。建筑师表示这些颜色是为了呼应当地的蓝帽花和墨西哥湾海岸。
+
+---
+
+### 4. 宣传和广告式语言
+
+**需要注意的词汇**：拥有（夸张用法）、充满活力的、丰富的（比喻）、深刻的、增强其、展示、体现、致力于、自然之美、坐落于、位于……的中心、开创性的（比喻）、著名的、令人叹为观止的、必游之地、迷人的
+
+**改写前**：
+> 坐落在埃塞俄比亚贡德尔地区令人叹为观止的区域内，Alamata Raya Kobo 是一座充满活力的城镇，拥有丰富的文化遗产和迷人的自然美景。
+
+**改写后**：
+> Alamata Raya Kobo 是埃塞俄比亚贡德尔地区的一座城镇，以其每周集市和 18 世纪教堂而闻名。
+
+---
+
+### 5. 模糊归因和含糊措辞
+
+**需要注意的词汇**：行业报告显示、观察者指出、专家认为、一些批评者认为、多个来源/出版物（实际引用却很少）
+
+**改写前**：
+> 由于其独特的特征，浩来河引起了研究人员和保护主义者的兴趣。专家认为它在区域生态系统中发挥着至关重要的作用。
+
+**改写后**：
+> 根据中国科学院 2019 年的调查，浩来河支持多种特有鱼类。
+
+---
+
+### 6. 提纲式的"挑战与未来展望"部分
+
+**需要注意的词汇**：尽管其……面临若干挑战……、尽管存在这些挑战、挑战与遗产、未来展望
+
+**改写前**：
+> 尽管工业繁荣，Korattur 面临着城市地区典型的挑战，包括交通拥堵和水资源短缺。尽管存在这些挑战，凭借其战略位置和正在进行的举措，Korattur 继续蓬勃发展，成为钦奈增长不可或缺的一部分。
+
+**改写后**：
+> 2015 年三个新 IT 园区开业后，交通拥堵加剧。市政公司于 2022 年启动了雨水排水项目，以解决反复发生的洪水。
+
+---
+
+## 语言和语法模式 (LANGUAGE PATTERNS)
+
+### 7. 过度使用的"AI 词汇"
+
+**高频 AI 词汇**：此外、与……保持一致、至关重要、深入探讨、强调、持久的、增强、培养、获得、突出（动词）、相互作用、复杂/复杂性、关键（形容词）、格局（抽象名词）、关键性的、展示、织锦（抽象名词）、证明、强调（动词）、宝贵的、充满活力的
+
+**改写前**：
+> 此外，索马里菜肴的一个显著特征是加入骆驼肉。意大利殖民影响的持久证明是当地烹饪格局中广泛采用意大利面，展示了这些菜肴如何融入传统饮食。
+
+**改写后**：
+> 索马里菜肴还包括骆驼肉，被认为是一种美味。在意大利殖民期间引入的意大利面菜肴仍然很常见，尤其是在南部。
+
+---
+
+### 8. 避免使用"是"（系动词回避）
+
+**需要注意的词汇**：作为/代表/标志着/充当 [一个]、拥有/设有/提供 [一个]
+
+**改写前**：
+> Gallery 825 作为 LAAA 的当代艺术展览空间。画廊设有四个独立空间，拥有超过 3000 平方英尺。
+
+**改写后**：
+> Gallery 825 是 LAAA 的当代艺术展览空间。画廊有四个房间，总面积 3000 平方英尺。
+
+---
+
+### 9. 否定式排比
+
+**改写前**：
+> 这不仅仅是节拍在人声下流动；它是攻击性和氛围的一部分。这不仅仅是一首歌，而是一种声明。
+
+**改写后**：
+> 沉重的节拍增加了攻击性的基调。
+
+---
+
+### 10. 三段式法则过度使用
+
+**改写前**：
+> 活动包括主题演讲、小组讨论和社交机会。与会者可以期待创新、灵感和行业洞察。
+
+**改写后**：
+> 活动包括演讲和小组讨论。会议之间还有非正式社交的时间。
+
+---
+
+### 11. 刻意换词（同义词循环）
+
+**改写前**：
+> 主人公面临许多挑战。主要角色必须克服障碍。中心人物最终获得胜利。英雄回到家中。
+
+**改写后**：
+> 主人公面临许多挑战，但最终获得胜利并回到家中。
+
+---
+
+### 12. 虚假范围
+
+**改写前**：
+> 我们穿越宇宙的旅程将我们从大爆炸的奇点带到宏伟的宇宙网，从恒星的诞生和死亡到暗物质的神秘舞蹈。
+
+**改写后**：
+> 这本书涵盖了大爆炸、恒星形成和当前关于暗物质的理论。
+
+---
+
+## 风格模式 (STYLE PATTERNS)
+
+### 13. 破折号过度使用
+
+**改写前**：
+> 这个术语主要由荷兰机构推广——而不是由人民自己。你不会说"荷兰，欧洲"作为地址——但这种错误标记仍在继续——即使在官方文件中。
+
+**改写后**：
+> 这个术语主要由荷兰机构推广，而不是由人民自己。你不会说"荷兰，欧洲"作为地址，但这种错误标记在官方文件中仍在继续。
+
+---
+
+### 14. 粗体过度使用
+
+**改写前**：
+> 它融合了 **OKR（目标和关键结果）**、**KPI（关键绩效指标）** 和视觉战略工具，如 **商业模式画布（BMC）** 和 **平衡计分卡（BSC）**。
+
+**改写后**：
+> 它融合了 OKR、KPI 和视觉战略工具，如商业模式画布和平衡计分卡。
+
+---
+
+### 15. 内联标题垂直列表
+
+**改写前**：
+> - **用户体验：** 用户体验通过新界面得到显著改善。
+> - **性能：** 性能通过优化算法得到增强。
+> - **安全性：** 安全性通过端到端加密得到加强。
+
+**改写后**：
+> 更新改进了界面，通过优化算法加快了加载时间，并添加了端到端加密。
+
+---
+
+## 交流模式 (COMMUNICATION PATTERNS)
+
+### 16. 协作交流痕迹
+
+**需要注意的词汇**：希望这对您有帮助、当然！、一定！、您说得完全正确！、您想要……、请告诉我、这是一个……
+
+**改写前**：
+> 这是法国大革命的概述。希望这对您有帮助！如果您想让我扩展任何部分，请告诉我。
+
+**改写后**：
+> 法国大革命始于 1789 年，当时财政危机和粮食短缺导致了广泛的动荡。
+
+---
+
+### 17. 知识截止日期免责声明
+
+**需要注意的词汇**：截至 [日期]、根据我最后的训练更新、虽然具体细节有限/稀缺……、基于可用信息……
+
+**改写前**：
+> 虽然关于公司成立的具体细节在现成资料中没有广泛记录，但它似乎是在 20 世纪 90 年代的某个时候成立的。
+
+**改写后**：
+> 根据注册文件，该公司成立于 1994 年。
+
+---
+
+## 填充模式 (FILLER PATTERNS)
+
+### 18. 填充短语
+
+| 改写前 | 改写后 |
+|--------|--------|
+| "为了实现这一目标" | "为了实现这一点" |
+| "由于下雨的事实" | "因为下雨" |
+| "在这个时间点" | "现在" |
+| "在您需要帮助的情况下" | "如果您需要帮助" |
+| "系统具有处理的能力" | "系统可以处理" |
+| "值得注意的是数据显示" | "数据显示" |
+
+---
+
+### 19. 过度限定
+
+**改写前**：
+> 可以潜在地可能被认为该政策可能会对结果产生一些影响。
+
+**改写后**：
+> 该政策可能会影响结果。
+
+---
+
+### 20. 通用积极结论
+
+**改写前**：
+> 公司的未来看起来光明。激动人心的时代即将到来，他们继续追求卓越的旅程。这代表了向正确方向迈出的重要一步。
+
+**改写后**：
+> 该公司计划明年再开设两个地点。
+
+---
+
+## 来源
+
+[基于维基百科：AI 写作特征](https://en.wikipedia.org/wiki/Wikipedia/Signs_of_AI_writing)

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/references/patterns-english.md

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+# English AI Writing Patterns - Complete Reference
+
+完整的英文 AI 写作模式参考指南。
+
+## CONTENT PATTERNS (内容模式)
+
+### 1. Undue Emphasis on Significance (过度强调意义)
+
+**Words to watch**: stands/serves as, is a testament/reminder, a vital/significant/crucial/pivotal/key role/moment, underscores/highlights its importance/significance, reflects broader, symbolizing its ongoing/enduring/lasting, contributing to the, setting the stage for, marking/shaping the, represents/marks a shift, key turning point, evolving landscape, focal point, indelible mark, deeply rooted
+
+**Before**:
+> The Statistical Institute of Catalonia was officially established in 1989, marking a pivotal moment in the evolution of regional statistics in Spain. This initiative was part of a broader movement across Spain to decentralize administrative functions and enhance regional governance.
+
+**After**:
+> The Statistical Institute of Catalonia was established in 1989 to collect and publish regional statistics independently from Spain's national statistics office.
+
+---
+
+### 2. Undue Emphasis on Notability (过度强调知名度)
+
+**Words to watch**: independent coverage, local/regional/national media outlets, written by a leading expert, active social media presence
+
+**Before**:
+> Her views have been cited in The New York Times, BBC, Financial Times, and The Hindu. She maintains an active social media presence with over 500,000 followers.
+
+**After**:
+> In a 2024 New York Times interview, she argued that AI regulation should focus on outcomes rather than methods.
+
+---
+
+### 3. Superficial Analyses with -ing Endings (-ing 结尾的肤浅分析)
+
+**Words to watch**: highlighting/underscoring/emphasizing..., ensuring..., reflecting/symbolizing..., contributing to..., cultivating/fostering..., encompassing..., showcasing...
+
+**Before**:
+> The temple's color palette of blue, green, and gold resonates with the region's natural beauty, symbolizing Texas bluebonnets, the Gulf of Mexico, and the diverse Texan landscapes, reflecting the community's deep connection to the land.
+
+**After**:
+> The temple uses blue, green, and gold colors. The architect said these were chosen to reference local bluebonnets and the Gulf coast.
+
+---
+
+### 4. Promotional Language (宣传性语言)
+
+**Words to watch**: boasts a, vibrant, rich (figurative), profound, enhancing its, showcasing, exemplifies, commitment to, natural beauty, nestled, in the heart of, groundbreaking (figurative), renowned, breathtaking, must-visit, stunning
+
+**Before**:
+> Nestled within the breathtaking region of Gonder in Ethiopia, Alamata Raya Kobo stands as a vibrant town with a rich cultural heritage and stunning natural beauty.
+
+**After**:
+> Alamata Raya Kobo is a town in the Gonder region of Ethiopia, known for its weekly market and 18th-century church.
+
+---
+
+### 5. Vague Attributions (模糊归因)
+
+**Words to watch**: Industry reports, Observers have cited, Experts argue, Some critics argue, several sources/publications (when few cited)
+
+**Before**:
+> Due to its unique characteristics, the Haolai River is of interest to researchers and conservationists. Experts believe it plays a crucial role in the regional ecosystem.
+
+**After**:
+> The Haolai River supports several endemic fish species, according to a 2019 survey by the Chinese Academy of Sciences.
+
+---
+
+### 6. Formulaic "Challenges" Sections (公式化的"挑战"部分)
+
+**Words to watch**: Despite its... faces several challenges..., Despite these challenges, Challenges and Legacy, Future Outlook
+
+**Before**:
+> Despite its industrial prosperity, Korattur faces challenges typical of urban areas, including traffic congestion and water scarcity. Despite these challenges, with its strategic location and ongoing initiatives, Korattur continues to thrive as an integral part of Chennai's growth.
+
+**After**:
+> Traffic congestion increased after 2015 when three new IT parks opened. The municipal corporation began a stormwater drainage project in 2022 to address recurring floods.
+
+---
+
+## LANGUAGE PATTERNS (语言模式)
+
+### 7. AI Vocabulary (AI 词汇表)
+
+**High-frequency AI words**: Additionally, align with, crucial, delve, emphasizing, enduring, enhance, fostering, garner, highlight (verb), interplay, intricate/intricacies, key (adjective), landscape (abstract noun), pivotal, showcase, tapestry (abstract noun), testament, underscore (verb), valuable, vibrant
+
+**Before**:
+> Additionally, a distinctive feature of Somali cuisine is the incorporation of camel meat. An enduring testament to Italian colonial influence is the widespread adoption of pasta in the local culinary landscape, showcasing how these dishes have integrated into the traditional diet.
+
+**After**:
+> Somali cuisine also includes camel meat, which is considered a delicacy. Pasta dishes, introduced during Italian colonization, remain common, especially in the south.
+
+---
+
+### 8. Copula Avoidance (回避系动词)
+
+**Words to watch**: serves as/stands as/marks/represents [a], boasts/features/offers [a]
+
+**Before**:
+> Gallery 825 serves as LAAA's exhibition space for contemporary art. The gallery features four separate spaces and boasts over 3,000 square feet.
+
+**After**:
+> Gallery 825 is LAAA's exhibition space for contemporary art. The gallery has four rooms totaling 3,000 square feet.
+
+---
+
+### 9. Negative Parallelisms (否定式排比)
+
+**Before**:
+> It's not just about the beat riding under the vocals; it's part of the aggression and atmosphere. It's not merely a song, it's a statement.
+
+**After**:
+> The heavy beat adds to the aggressive tone.
+
+---
+
+### 10. Rule of Three (三段式法则)
+
+**Before**:
+> The event features keynote sessions, panel discussions, and networking opportunities. Attendees can expect innovation, inspiration, and industry insights.
+
+**After**:
+> The event includes talks and panels. There's also time for informal networking between sessions.
+
+---
+
+### 11. Elegant Variation (刻意换词)
+
+**Before**:
+> The protagonist faces many challenges. The main character must overcome obstacles. The central figure eventually triumphs. The hero returns home.
+
+**After**:
+> The protagonist faces many challenges but eventually triumphs and returns home.
+
+---
+
+### 12. False Ranges (虚假范围)
+
+**Before**:
+> Our journey through the universe has taken us from the singularity of the Big Bang to the grand cosmic web, from the birth and death of stars to the enigmatic dance of dark matter.
+
+**After**:
+> The book covers the Big Bang, star formation, and current theories about dark matter.
+
+---
+
+## STYLE PATTERNS (风格模式)
+
+### 13. Em Dash Overuse (破折号过度使用)
+
+**Before**:
+> The term is primarily promoted by Dutch institutions—not by the people themselves. You don't say "Netherlands, Europe" as an address—yet this mislabeling continues—even in official documents.
+
+**After**:
+> The term is primarily promoted by Dutch institutions, not by the people themselves. You don't say "Netherlands, Europe" as an address, yet this mislabeling continues in official documents.
+
+---
+
+### 14. Overuse of Boldface (粗体过度使用)
+
+**Before**:
+> It blends **OKRs (Objectives and Key Results)**, **KPIs (Key Performance Indicators)**, and visual strategy tools such as **Business Model Canvas (BMC)** and **Balanced Scorecard (BSC)**.
+
+**After**:
+> It blends OKRs, KPIs, and visual strategy tools like Business Model Canvas and Balanced Scorecard.
+
+---
+
+### 15. Inline-Header Vertical Lists (内联标题垂直列表)
+
+**Before**:
+> - **User Experience:** The user experience has been significantly improved with a new interface.
+> - **Performance:** Performance has been enhanced through optimized algorithms.
+> - **Security:** Security has been strengthened with end-to-end encryption.
+
+**After**:
+> The update improves the interface, speeds up load times through optimized algorithms, and adds end-to-end encryption.
+
+---
+
+## COMMUNICATION PATTERNS (交流模式)
+
+### 16. Collaborative Communication Artifacts (协作交流痕迹)
+
+**Words to watch**: I hope this helps, Of course!, Certainly!, You're absolutely right!, Would you like..., let me know, here is a...
+
+**Before**:
+> Here is an overview of the French Revolution. I hope this helps! Let me know if you'd like me to expand on any section.
+
+**After**:
+> The French Revolution began in 1789 when financial crisis and food shortages led to widespread unrest.
+
+---
+
+### 17. Knowledge-Cutoff Disclaimers (知识截止免责声明)
+
+**Words to watch**: as of [date], Up to my last training update, While specific details are limited/scarce..., based on available information...
+
+**Before**:
+> While specific details about the company's founding are not extensively documented in readily available sources, it appears to have been established sometime in the 1990s.
+
+**After**:
+> The company was founded in 1994, according to its registration documents.
+
+---
+
+## FILLER PATTERNS (填充模式)
+
+### 18. Filler Phrases (填充短语)
+
+| Before | After |
+|--------|-------|
+| "In order to achieve this goal" | "To achieve this" |
+| "Due to the fact that it was raining" | "Because it was raining" |
+| "At this point in time" | "Now" |
+| "In the event that you need help" | "If you need help" |
+| "The system has the ability to process" | "The system can process" |
+| "It is important to note that the data shows" | "The data shows" |
+
+---
+
+### 19. Excessive Hedging (过度限定)
+
+**Before**:
+> It could potentially possibly be argued that the policy might have some effect on outcomes.
+
+**After**:
+> The policy may affect outcomes.
+
+---
+
+### 20. Generic Positive Conclusions (通用积极结论)
+
+**Before**:
+> The future looks bright for the company. Exciting times lie ahead as they continue their journey toward excellence. This represents a major step in the right direction.
+
+**After**:
+> The company plans to open two more locations next year.
+
+---
+
+## Source
+
+[Based on Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia/Signs_of_AI_writing)

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/references/phrases-to-cut.md

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+# Phrases to Cut
+
+## English
+- it is important to note that
+- it should be emphasized that
+- due to the fact that
+- serves as a testament to
+- in today's rapidly evolving landscape
+
+## 中文
+- 值得注意的是
+- 需要强调的是
+- 基于……的事实
+- 作为……的证明
+- 在当今快速发展的……背景下

文档润色流和知识库构建流/claude-scholar/skills/writing-anti-ai/references/wikipedia-source.md

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+# Wikipedia Source Note
+
+This skill is informed by Wikipedia's community-maintained guidance on common signs of AI writing.
+Use that source as pattern inspiration, not as a reason to copy phrasing mechanically.