How Anthropic's Claude Code team reviews AI code

Name: How Anthropic's Claude Code team reviews AI code
Uploaded: 2026-10-19T00:00:00+05:30
Description: In Anthropic's monorepo daily landed changes went from ~2,500 (May) to 30,000+ (Sept). The Claude Code team has Claude review every PR before a human, scales human approval by risk (0/1/2 people, classifier-set, agent approvals never count), and reports merged PRs more than doubled Jun->Sep while the revert share fell 40%+. A concrete template for review when agents write the code.

Why it matters

In Anthropic's monorepo daily landed changes went from ~2,500 (May) to 30,000+ (Sept). The Claude Code team has Claude review every PR before a human, scales human approval by risk (0/1/2 people, classifier-set, agent approvals never count), and reports merged PRs more than doubled Jun->Sep while the revert share fell 40%+. A concrete template for review when agents write the code.

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