Your AI proof of concept works in a demo. Then a real customer request hits a timeout in step three, the retry path skips a tool call, and nobody can explain why yesterday’s run cost twice as much as today’s. That is usually the point where teams learn orchestration is not a nice-to-have infrastructure layer. […]