This here. It makes a huge differenche which AI you use and what you do with it. “Free ChatGPT, make me an app” is going to result in pretty bad code. “Claude Opus 5.5, here’s a project with a well-defined agents.md, coding guidelines, tests, …, please analyze this well-defined ticket and grill it. Together we knock out the remaining kinks in the ticket. Then put the analysis into .md files, and I review that you actually understood what you are supposed to do. Then in a new session read the .md files and start the implementation, always stopping and asking if something’s unclear. Then in a new session let’s review the result together, before I send it on to the next developer to do a pull request review.” This results in actually pretty good code that often catches issues that a human dev alone wouldn’t.