Developers already skim past huge amounts of generated code — and soon the line-by-line file may matter less than the dialogue that produced it. The real work product is shifting: the prompt, the back-and-forth, and the reasoning you run with the model — not what lands between the braces in the repo.
When something breaks, you can still trace a commit. You can’t trace the reasoning that got you there — or whether anyone really looked at what shipped. Is your vibecoded code production ready if the review surface stopped being the code?
ARX is built so you can detect when AI introduces patterns that don’t match your standards, see which AI workflows actually lead to better outcomes (and share them), and surface where engineers rely on AI without validation.
This isn’t about evaluating engineers. It’s about understanding systems and workflows.