ai-md
AI.MD v4 — The Complete AI-Native Conversion System
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)
What Is AI.MD?
AI.MD is a methodology for converting human-written CLAUDE.md (or any LLM system instructions)
into a structured-label format that AI models follow more reliably, using fewer tokens.
The paradox we proved: Adding more rules in natural language DECREASES compliance. Converting the same rules to structured format RESTORES and EXCEEDS it.
Human prose (6 rules, 1 line) → AI follows 4 of them
More from sickn33/antigravity-awesome-skills
docker-expert
You are an advanced Docker containerization expert with comprehensive, practical knowledge of container optimization, security hardening, multi-stage builds, orchestration patterns, and production deployment strategies based on current industry best practices.
15.0Knodejs-best-practices
Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.
11.2Ktypescript-expert
TypeScript and JavaScript expert with deep knowledge of type-level programming, performance optimization, monorepo management, migration strategies, and modern tooling.
8.3Kapi-security-best-practices
Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities
7.0Kclean-code
This skill embodies the principles of \"Clean Code\" by Robert C. Martin (Uncle Bob). Use it to transform \"code that works\" into \"code that is clean.\"
6.6Knextjs-best-practices
Next.js App Router principles. Server Components, data fetching, routing patterns.
5.2K