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Anthropic's Claude Code Team: Inside Their AI-Driven Workflows

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Originally published on Simon Willison's Weblog by Simon Willison

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Anthropic's Claude Code Team: Inside Their AI-Driven Workflows

Summary & Key Takeaways ​

  • Claude Tag now handles 65% of product engineering PRs for the Claude Code team.
  • Automated code review is increasingly used for "outer layers" of the product.
  • Best practices for prompt engineering have evolved, with smaller, less restrictive prompts.
  • Anthropic's "ant fooding" culture drives internal tool adoption and feature validation.
  • Fable, their AI, is competent at video editing, even for its own launch video.
  • The team emphasizes "auto mode" as an enabling technology for collaboration.
  • Working in public internally is key to their success.

Our Commentary ​

This fireside chat is an absolute goldmine. The insights into how Anthropic uses its own AI tools are mind-blowing. 65% of PRs by an AI? Prompt engineering becoming simpler? This isn't just theory; it's real-world application from a leading AI lab. We're seeing a genuine paradigm shift in how software is built, and this article pulls back the curtain.

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