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Developers · Updated 17 Oct, 03:36 am IST

Anthropic’s Claude Code team shifts code review to machine-first workflow

Image: Hacker News (100+ points)

Why it matters for readers: It’s a real example of AI writing and vetting code, showing how human work shifts toward higher-level oversight.

  • Claude writes about 90% of Claude Code’s own code, increasing the volume of changes the team produces.1
  • The team shifted review from a late gate to continuous, machine-assisted review that catches routine issues before human inspection.12
  • From June to September 2026, merged pull requests more than doubled while the share requiring reverts fell by over 40%.1
  • The team treats 'did a human read the code?' as an imprecise proxy and instead asks which checks—automated or human—are right to catch potential problems.12

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How this story developed

  1. 17 Oct, 12:34 am · Hacker News (100+ points)

    How the Claude Code team does code review

  2. 17 Oct, 03:36 am · Simon Willison

    Quoting Addy Osmani, Morgan Westlee Lunt, and Qing Wang