The Loop Found the Budget
"The agent loop finally stopped."
"Yes, because it found the budget ceiling from underneath."
"I would call that discovery-driven finance."
"A budget that only appears after execution is not a control."
Budgets must be wired into execution paths, not discovered after the loop has already spent them.