Ship the project before the tokens run out. Every agent you spawn and every task you run spends from one budget, so speed and thrift pull against each other. Small tasks cost fewer tokens per point of progress. Big tasks finish faster per second. And the work gets harder as the project fills up, so what you save early is what you have left for the end. A loop keeps an agent working without you, which is exactly why it can bankrupt you.