Yeah, that finding about verification tasks eating the time savings makes total sense. Since AI output is probabilstic, you always need a independent human check, right ? .. that also feels like a shifting bottleneck.. maybe you speed up the coding part but then get bogged down in testing or integration, or the scope just expands to fill the saved time. Plus, how much AI actually helps seems super task dependent, and can vary quite a bit depending on what you are doing