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.