Production systems are rarely static snapshots. AI reasoning about infrastructure as if it were frozen in time is a fundamental, dangerous flaw.
Picture this: a sneaky SQL injection slips into main, deploys to prod, and waits for hackers. SonarQube in GitHub Actions stops that cold, scanning every commit with ruthless efficiency.
You've got SonarQube Community humming on your server, spotting bugs in Java and Python like a champ. But then a pull request sails through with a nasty SQL injection—and you're left wondering if free is just a teaser for the real payday.