Codex /goal and OpenGUI: long-running tasks need state

Long-running agents tend to fail in the second half. The first step is often fine. Fix a CI failure, open an app, tap a button, search for a keyword. Models can produce a reasonable first action. The trouble starts around step ten: what has already happened, where the task is stuck, what the origina