Codex and GitLab: from code to production in three stages

Codex writes code in the terminal quickly, but that is only half the job. GitLab adds context: requirements from an issue via MCP, collaboration in a merge request, a CI/CD pipeline, and human approval. The article shows three scenarios: a local fix, a commit with requirements, and help with code review.