Claude Code Team Treats AI Review as Continuous, Not a Final Gate

Addy Osmani, Morgan Westlee Lunt, and Qing Wang describe how the Claude Code team restructured their code-review workflow around a core question: which specific check—automated or human—is best suited to catch a given risk, rather than defaulting to the assumption that a human must read every line. That reframing shifted review from a single end-of-pipeline gate (open a PR, wait for a colleague) to a continuous, spellcheck-like process that runs while code is being written.

In practice, most changes pass through at least one round of Claude review and correction before a human ever sees them. The automated pass absorbs routine mistakes, freeing team members to focus their attention on higher-level design questions and risk assessment. The post, shared by Simon Willison, highlights a broader shift in how AI-assisted development is reshaping the cadence and division of labor in engineering teams.