Based on what you’re describing, it almost sounds like creating this development environment is a full time job outside of the typical development structure, someone who has specialty knowledge of best practices to use AI that isn’t a senior dev or project manager.

I wouldn’t be surprised if the job of AI manager becomes a job in mid-size firms.