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Practical playbook to make AI on Linux verifiable, auditable, and compliant without slowing developers: harden hosts with OpenSCAP; encrypt and hash models/data; use pinned, signed containers with Podman/Skopeo/Cosign; enforce least privilege via SELinux/AppArmor; and gather evidence with auditd and attestations—featuring Bash-ready apt/dnf/zypper commands, real-world examples, a checklist, and concrete next steps.