During November 2024, Marius Tigran focused on refining test automation within the os-autoinst-distri-opensuse repository. He enhanced system testing reliability by updating test skip logic to exclude Kiwi 10.1 images in MLS environments, using Perl to implement gating based on BCI_IMAGE_NAME and host version compatibility checks for platforms like LIBERTY9 and CentOS. This targeted adjustment reduced irrelevant test executions, minimizing CI churn and improving the accuracy of test results for MLS-focused runs. Marius demonstrated careful repository discipline and commit traceability, delivering a well-scoped solution that addressed environment-specific testing needs through thoughtful automation and robust system testing practices.