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The learn-claude-code repository offers a progressive tutorial to demystify AI coding agents like Claude Code, Kode, and Cursor Agent. It teaches users how modern AI agents work by building them from scratch, starting with a minimal 16-line Bash agent. This project emphasizes the core concept of "Model as Agent" through five evolving versions.