The ability of AI to write things with lots of boilerplate like Kubernetes manifests is astounding. It gets me 90-95% of the way there and saves me about 50% of my development time. I still have to understand the result before deployment because I’m not going to blindly deploy something that AI wrote and it rarely works without modifications, but it definitely cuts my development time significantly.