If you need to use virtual machines on Linux, try Virt-Manager. Virt-Manager is more reliable than VirtualBox. Virt-Manager is completely free and open-source. I'm a long-time supporter of VirtualBox.
Use the vitals package with ellmer to evaluate and compare the accuracy of LLMs, including writing evals to test local models ...