Earlier quoted context omitted.
Been rocking Kinoite for 2 years now - several major Fedora release upgrades, and zero breakage. I do weird stuff in my "pet" containers (using distrobox), and I love how my base system remains indestructible no matter how much I goof around. Immutable is indeed the future. The moment a user installs something on a traditional mutable OS, it's configuration/environment drifts from the "base", making any system update…
That sounds great. How well does the base OS + "pet" containers work with all the crazy dependencies you need to do modern ML work, e.g. some exact combination of nvidia drivers + CUDA + torch + other random stuff? That's the pain point I'd be motivated enough to solve that I'd switch distros.
You can install anything inside your "pet" containers that you would normally install on your actual system. The container keeps everything tidy and self-contained. I have a container for development, another for music/DAW, another for certain games that needed weird deps.
Fedora Kinoite/Silverblue come with `Toolbx`[1] preinstalled, but I found `distrobox`[2] to be more flexible for my needs. I layered distrobox onto my base image, and it just works.
Many GUI apps are available via Flatpaks, and can be installed directly or via the Software Center. You can enable Flathub[3] as a source, so there's a ton of available software, including Steam, Chrome, Firefox, Discord, Spotify and more. Flatpaks are also sandboxed and self-contained, so they can't pollute/break your system either.
[1] https://docs.fedoraproject.org/en-US/fedora-silverblue/toolb...