I spend most of my time on agentic systems, and I had absorbed the same idea everyone else has: a planner improves things, and a panel of drafters with a judge improves them further. It sounds obviously true. More thinking, more review, better answers.

I never measured it. So I built something that could, pointed it at my own setup, and it...