AI interviews · How AI-native teams build

Testing and shipping safely at machine speed

When changes arrive faster than people can check them, testing and deploy have to catch problems without a person in the loop on the happy path. This lesson covers goal-based tests that an agent runs against the real app, tests that maintain themselves, validating in batches after merge, and progressive rollout with automatic rollback.

14 min read Full lesson in the app Patterns: tests-as-goals, probation-before-alerting, fix-forward-or-revert, promote-bake-check

What you'll be able to do

Before this: review-as-a-risk-tiered-gate

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When changes arrive faster than people can check them, testing and deploy have to catch problems without a person in the loop on the happy path. This lesson covers goal-based tests that an agent runs against the real app, tests that maintain themselves, validating in batches after merge, and progressive rollout with automatic rollback. 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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