@festus @selfhosted Excellent examples. What the tag [AI] conveys is not what you really need to know, which is the quality of the code (component/unit), unit testing, and so forth. I assume there is some acceptance testing done at the project level. The human who submits the code must understand that flaws in their code is their responsibility, just as those who contribute/maintain the project are responsible at the system level. It is both an objective and reputational process. Does it really matter what tools are used if the work product passes the test, verification and validation criteria? Sloppy code is not unique to AI tools.