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

---
name: ai-md
description: "Convert human-written CLAUDE.md into AI-native structured-label format. Propose and evaluate structured-label rewrites while preserving rule meaning; benefits require measured evidence."
risk: safe
source: community
date_added: "2026-03-11"
---

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

## Detailed Guide

Read [the detailed guide](references/detailed-guide.md) 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.