by Sonar Vortex as of this week. Once all of the inner loops have run you get you reach a point later on when you have to start entering the formal review and shipping process for the code and this is the CICD process, right? And so there's a PR flow that gets initiated that I'm sure we're all familiar with. Guitar can live in that flow, SonarQube also lives in that flow in order to run a broad automated review of all of the code that is in the PR and an automated verification that actually returns issues across quality, security and maintainability. There's a superhuman review that is LLM driven by Guitar and there's a computational review that is run by SonarQube that actually assigns grades for all three of those things and won't allow the PR to go past into production unless it gets a passing grade across that criteria. So if there are issues that come up, you can actually use a fix agent to fix all the issues that are discovered there and then once you're actually able to pass that quality gate, that is when you're able to proceed in the test and build and deploy in the application. The verification needs to run in both the inner agentic loop and also in the outer loop for CICD.