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Hands-on guide to Zero Trust for AI on Linux: assume breach, verify all artifacts (models/packages/images), run with least privilege via rootless Podman or Firejail, lock down files/secrets with strict perms, auditd/inotify and sops, deny outbound by default (--network none, UFW), and observe with eBPF/bpftrace; includes apt/dnf/zypper installs, systemd hardening, real-world mitigations, and a week-one action checklist.