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#696 Neil: Build Smarter With Andrej Karpathy's Claude Code Workflow

November 10, 2026 · 17 min

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What does Andrej Karpathy's Claude Code workflow look like in practice? Follow one website project from short prompts and performance fixes to interactive architecture maps, Sonnet sub-agents, and automated catalog checks. See what passed testing and what still needs review. 💡

We'll Talk About:

  • How to set up Claude Code with Claude Opus on Medium Effort.
  • How to write short, effective prompts for real coding tasks.
  • How to build an interactive Architecture Explorer to understand complex projects.
  • How to use Claude Sonnet sub-agents to improve a website in parallel.
  • How to automate product data checks and generate reusable reports.

Keywords: Claude Code Workflow, Claude Code Best Practices, Claude Code Prompting, Claude Code Automation, AI Coding Workflow, AI Tools.

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