“The old run accumulated more than 70,000 conflicts before we paused it, accelerating rather than stabilizing, while the new run logged fewer than a thousand over its full four hours.”

Same task, comparable models and time budget, different orchestration. The old run also sprawled to 54 crates with three separate SQL packages; the new one settled on nine. More agent activity did not mean more delivery.