parallelism

Four-hour applies with throttling errors share one root cause more often than not. Diagnose which calls burn the quota, split the state along dependency seams, and touch the parallelism flag last, not first.

A question about developer experience as much as engineering. Measure before optimising, and notice that the trust problem and the duration problem may have different causes.