ARE YOU READY for 10% benchmark improvements except SWE the one that makes you money with a *20%* improvement?!! Because I sure am. Hopefully this shows the sigmoid on Pure LLM-baed CoT is topping out and we get a reprieve of a few years before quantum self-model takes us up.