Cloudflare describes an AI-based system for enforcing engineering standards across its software lifecycle. During the past four months, its AI code reviewer flagged nearly 250,000 deviations from internal standards and blocked 16,000 merges. A separate specification-review agent assessed close to 600 technical designs before implementation. Both systems use the Cloudflare Codex, a shared repository of engineering guidance intended for both humans and AI agents. The post also explains how Codex consolidates guidance previously scattered across documentation, repository files, chat discussions, and individual expertise.
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