It's now routine for a senior engineer to ship a new latency-monitoring panel — backend instrumentation, the React dashboard, Slack alerts, regression tests — in two hours. A year ago, that was a two-day ticket. Behind that productivity sits more than a thousand inference calls to a coding agent. Not benchmarks. Not training runs. Just a developer working. Now multiply that across a team. Then across an enterprise.