$ sudo sysctl -w kernel.apparmor_restrict_unprivileged_userns=0
$ systemctl --user restart docker-desktop
うちの環境ではこれで解決した。
https://askubuntu.com/questions/1511725/ubuntu-24-04-docker-desktop-is-not-starting
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