GitHub: Multica AI / Andrej Karpathy Skills
By: Divya Awasthi — Software Developer
A markdown file hit 100K+ GitHub stars. No code. No model. Just 4 rules for AI coding agents.
The 4 Rules
The andrej-karpathy-skills CLAUDE.md file went viral because it documents what senior developers tell juniors on day one — basic discipline that AI agents often violate:
- Think before coding — State assumptions, don’t guess
- Simplicity first — Minimum code, no fancy abstractions
- Surgical changes — Touch only what the task needs
- Define done, then verify — Check against requirements
Why It Went Viral
Not because it’s clever. Because every single person using Claude Code has been burned by an AI agent that:
- Assumed too much
- Changed files nobody asked for
- “Fixed” things into a bigger mess
Someone just wrote it down.
Repository
GitHub: multica-ai/andrej-karpathy-skills
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy’s observations on LLM coding pitfalls.
Source: LinkedIn Post
Related: youtube-zmrPY6S1FwY — “I Turned Karpathy’s Second Brain Into an AI Operating System”