Challenges With Codex - Comparison with GitHub Copilot and Cursor

A lot of the difference people feel here is not raw model quality, it’s whether the runtime knows when to stop. The moment a loop can explain what failed, what changed, and why the next attempt is better, the whole experience feels more trustworthy. Without that, the system can look smart right up until it gets expensive.