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use-cases/collections/production-systems.md 2026-07-27 18:59 UTC to 2026-07-28 23:01 UTC

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2026
Tue 28 23:01

Production systems

For the complete documentation index, see llms.txt. Markdown versions of documentation pages are available by appending .md to the page URL.

Navigate, refactor, and review real codebases.

The use cases in this collection are useful when Codex is working in a repo that already has history, tests, owners, and production constraints. Codex is particularly good at navigating complex codebases, including sprawling monorepos with lots of different services and dependencies. If you're working on a production system, get familiar with these use cases to understand how Codex can help you.

Start with a codebase tour

Use Codex to get familiar with a complex codebase, which is especially useful when onboarding onto a repo for production software.

Modernize the codebase

Leverage Codex to plan tech stack migrations, upgrade your integration to the latest models if applicable, and refactor the codebase to improve readability and maintainability.

  • Upgrade your API integration: Use Codex to update your existing OpenAI API integration to the latest recommended models...
  • Refactor your codebase: Use Codex to remove dead code, untangle large files, collapse duplicated logic, and...
  • Run code migrations: Use Codex to map a legacy system to a new stack, land the move in milestones, and validate...

Codify repeatable work

Ask Codex to turn repo-specific workflows or checklists into a skill, so that all repo contributors can benefit from a standardized process.

Keep documentation current

Ask Codex to compare source changes with existing docs, update the smallest useful docs surface, and verify the changes.

Maintain system health

Let Codex pick up feature requests and bug fixes automatically by using it from Slack and connecting it to your alerting, issue tracking, and daily bug sweeps.

Avoid the review bottleneck

Use Codex to automatically review PRs and run focused QA passes on critical flows, so you can catch issues quickly and ship updates confidently.