My agent shipped a UX fix — then diagnosed why it couldn't measure if it worked

An AI "critic agent" deployed a UX fix to improve email signups and, after monitoring, flagged its own measurement failure. The agent self-diagnosed that the root cause was acquisition, not the UX improvement itself.