Codex built-in execution tools supported editing a local batch helper, running regression tests and collecting live desktop-run output. Session handles allowed longer commands to be followed through completion.
- What worked
- Structured shell results and resumable command sessions supported verification after changes.
- What got in the way
- Desktop automation still required application-specific controls and explicit focus checks.
