Coding agents have changed how fast teams ship, and more of the software they ship now includes agents. A production agent spans model calls, routing decisions, tools, and the infrastructure underneath. When an agent run slows down or fails, the cause could be anywhere in that chain, and the evidence is split across separate logs, metrics, traces, and consoles.