xuefeng-method
Skill3 starsChanged 12 days agoNo licenceView on GitHub
雪峰式AI-Native产品开发方法论。适用于:(1) 用户行为开放、不可穷举的AI-native产品(AI日历、AI助手、AI推荐、对话式产品等),(2) 强模型依赖型场景,AI驱动核心决策而非仅辅助,(3) 多专精Agent架构设计与分工,(4) 上线后快速校准、行为审计与漂移检测,(5) 模型选择和智能路由策略,(6) 概率性输出的质量评估。触发场景包括"AI-native产品怎么做"、"用户行为不可预测怎么办"、"多agent怎么分工"、"模型漂移怎么处理"、"校准到95%太难了"、"唯快不破"、"怎么选模型"、"agent并行分工"、"AI产品上线后怎么迭代"。注意:如果产品是场景明确、边界可定义的+AI类型,请改用 keqian-method skill。即使用户没有明确说"AI-native",但在讨论AI驱动决策、用户行为不可预测、概率性输出等话题时也应触发。
1 other project uses a version of this.
Adopted by
Most recently taken up by
- vibe-coding-era/skillsword for word, first seen Jul 2, 2026
Other versions1 project uses a version of this.
Word for word · 1
- vibe-coding-era/skills★ 2100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository27 other files it gives its agents.
- answer-me-with-htmlSkill
- architecture-diagramSkill
- brainstormingSkill
- cleanupSkill
- codebase-designSkill
- code-reviewSkill
- darwin-skillSkill
- docxSkill
- domain-modelingSkill
- eli5Skill
- keqian-methodSkill
- grillingSkill
- grill-with-docsSkill
- guizang-ppt-skillSkill
- guizang-social-card-skillSkill
- handoffSkill
- improve-codebase-architectureSkill
- note-slidesSkill
- npm-name-claimSkill
- pdfSkill
- remotion-best-practicesSkill
- retroSkill
- teachSkill
- wechat-draftSkill
- writing-for-agentsSkill
- writing-plansSkill
- xlsxSkill
The file
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

