AI interviews · How AI-native teams build

Code review as a gate, with approval set by risk

When agents produce changes faster than people can read them, review becomes the bottleneck. AI-native teams respond by making automated review a pipeline gate and setting who approves by how much damage a path can do. This lesson covers that design, the rules that never move, and how to answer review questions with it.

14 min read Full lesson in the app Patterns: verify-before-surfacing, approval-by-blast-radius, same-gates-for-every-author

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When agents produce changes faster than people can read them, review becomes the bottleneck. AI-native teams respond by making automated review a pipeline gate and setting who approves by how much damage a path can do. This lesson covers that design, the rules that never move, and how to answer review questions with it. This walkthrough runs about 14 minutes, with runnable code you can edit and re-run as you read. A new account gets 7 days of Pro free, no card required.

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