It actually reads your codebase before doing anything. That sounds obvious but most AI coding tools just guess based on the prompt and hope for the best. Codex pulls in the real file structure, understands what's already there, and works with it instead of hallucinating functions that don't exist. The sandbox approach is smart too, you get a full environment so it can run and test its own changes before handing them back to you.