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 # Karpathy-Inspired Claude Code Guidelines
 
-A single `CLAUDE.md` file to improve Claude Code behavior, derived from [Andrej Karpathy's observations](https://x.com/karpathy/status/1886192184808149383) on LLM coding pitfalls.
+A single `CLAUDE.md` file to improve Claude Code behavior, derived from [Andrej Karpathy's observations](https://x.com/karpathy/status/2015883857489522876) on LLM coding pitfalls.
 
 ## The Problems