This 50-page paper says the quiet part out loud: the agent loop is broken.
Everyone's building on it anyway. It retries forever. It rewrites its own plan. It hides why it broke.
The fix: drop the loop, run a structured graph you can see, control, and actually stop.
Bookmark it before the timeline catches on & The loop engineering guide it builds on is below.