Check out Matt Pocock's coding workflow. His approach is repeatable, consistent and is backed backed by actual theories in large software development.

About the same feeling here. I guess not everything is about global banking scale.

I've tried clever tricks to get AI produce unsupervised stuff and came back from it. The slop and loss of cognitive knowledge about what it did was uncomfortable to me... I cannot understand how you would hand off critical job to it.