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ai-md

将人类编写的CLAUDE.md转换为AI原生的结构化标签格式。经过4个模型的实战测试。相同的规则,更少的token,更高的合规性。

person作者: jakexiaohubgithub

AI.MD v4 — The Complete AI-Native Conversion System

Detailed Guide

Read the detailed guide before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.

When to Use This Skill

  • Use when your CLAUDE.md is long but AI still ignores your rules
  • Use when token usage is too high from verbose system instructions
  • Use when you want to optimize any LLM system prompt for compliance
  • Use when migrating rules between AI tools (Claude, Codex, Gemini, Grok)

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.