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is flatpak mainly designed for desktop gui? wish there are cli tools to help to develop non gui program with unshare

You can use bubblewrap, the sandbox Flatpak uses. However, the command lines will get pretty long.

Yeh, exclusively.

For non-gui the closest thing is Docker/Podman.