The first thing you notice as a senior engineer working with AI coding tools is that the bottleneck isn't the AI. The model writes code fast. The PR shows up. And then your afternoon disappears into reviewing it, finding the four things it got subtly wrong, explaining why, watching it try again, and shipping something that was supposed to take an hour.