Exactly what I'm seeing. The AI does even seem to do quality code, but you have to give it a heavy hand on the engineering side of it. Track small, test-driven changes, highly detailed documentation, a way to programmatically access the application and debugging features, high quality logging, design and implementation approvals, and frequent full audits. The quality it provides is heavily dependent on your quality as an engineer and how well you can keep it on track.