Quality pipelines for AI coding agents are going to matter more than the model layer pretty quickly. The expensive failure mode isn’t one bad generation, it’s a bad generation that makes it through to repo, CI, and then production before anyone notices the hidden maintenance cost. The teams that win here probably won’t be the ones with the most agent activity, but the ones with the cheapest verification loop per accepted change.