Update as usual Gnome boxes didn't work out of the box! The reason was the permissions were not set right and I had to install virtmanager to set up user and permission for kvm user.
In the end this is the Installation screen of Virt Manager to configure the system and once its done I can use Boxes to manage it. ;)
@null0x0 I wasn't aware that Gnome Boxes supported connecting using SSH, that's actually pretty neat
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