Seven checks before shipping AI-generated code
Compare an AI completion report with actual behavior across code changes, data persistence, errors, permissions, and tests.
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View all postsA release checklist for a solo AI-built app
Check sign-in, stored data, mobile use, errors, access controls, and recovery before opening an app to real users.
Why do AI-built projects stall before they are finished?
A developer survey, a productivity experiment, agent-authored pull requests, and an incident show where AI-assisted development gets stuck.
Why review intermediate work when using Codex and Claude together?
When multiple AI tools work in sequence, review drafts and code changes before each handoff. Here is a practical workflow and checklist.