If you're generating Chinese content with Claude and tired of it sounding like a press release, this guide fixes that. It's built around anti-AI patterns: cut filler phrases like "值得注意的是", break formulaic structures, vary sentence rhythm, trust your reader. The core is Simple, Human, Clear. You get specific rules for newsletters (inverted pyramid, 2-5 sentence summaries per item), tech writing (active voice, concrete details over adjectives), and a detailed checklist of AI tells to strip out. There's a substitution table for high-frequency AI words, formatting standards for mixed Chinese-English text, and before-after examples. It's opinionated about tone, you can have a viewpoint but skip the hype. Useful if you're shipping Chinese content at volume and need it to not read like GPT-3.

skills.sh installs
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last updated
Aug 21, 2026

Install

$ npx -y skills add miantiao-me/aigc-weekly --skill chinese-writing --agent claude-code

Installs into .claude/skills of the current project.

Files

科技周刊中文写作与审校指南

本指南专为 AIGC 科技周刊的起草(Writer)与审校(Reviewer)设计,指导大模型生成并审核高密度、现代风格、无机器味的简体中文周刊内容。

核心原则:清晰(Clear)、克制(Restrained)、真实(Human)、精炼(Concise)。


1. 周刊核心基调

周刊旨在为开发者与科技爱好者高效交付高价值信号,而非堆砌噪音或复读公关通稿。

  • 直奔主题:直击事件本质与技术价值,杜绝客套寒暄与废话铺垫。
  • 事实先行,允许立场:用实测数据、架构细节与实际跑分说话;允许真实的极客态度与评价,但绝不盲目煽情或吹嘘。
  • 纯粹动词驱动:坚决消灭动词名词化(Nominalization),让动词承担动作,主谓清晰。
  • 拒绝无菌感:长短句交错,语言自然鲜活,保留真实人类的交流呼吸感。

2. 周刊结构规范

2.1 Front Matter 与概括

  • title:简短有力,控制在 15 字以内,点出本期最重磅看点,不带无意义标点。
  • summary:1–2 句话高度提炼本期核心主线(如「本期看点:XX 模型开源大幅降低成本,YY 工具推动多 Agent 协作常态化」),作为整期的精华引索。

2.2 开场白与结束语

  • 开场白:遵循倒金字塔原则,1–2 句直切本周技术脉络,严禁「大家好,欢迎来到本周的 AIGC 周刊……」这类低效寒暄。
  • 结束语:简短收尾或点明下周趋势,保持克制友好的交流感,不强行拔高升华。

2.3 三类栏目条目撰写

每个条目由 标题 + 2–4 句核心摘要 构成,根据分类选择切入点:

栏目分类切入结构重点关注
资讯(News)事件本身 → 行业实质影响或争议点穿透公关辞令,说明对开发者或行业格局的具体影响
模型(Model)核心架构/参数 → 关键对比提升 → 适用场景/成本变化给出跑分对比、开源协议(如 Apache 2.0)、端侧运行门槛或价格变化
工具(Tool)是什么 → 解决的核心痛点 → 亮点与部署/使用方式说明技术栈(如 WebAssembly/Rust/本地运行)、使用场景与限制

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Details

Repository
github.com/miantiao-me/aigc-weekly
Category
Documentation
First seen
Apr 16, 2026
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