Docker's reliance on a persistent daemon with root privileges has raised security concerns, leading many to explore alternatives like Podman. Podman's daemonless architecture enhances security, reduces resource usage, and simplifies integration with systemd, making it a compelling choice for modern container management. The transition from Docker to Podman is seamless, allowing existing workflows to continue with minimal adjustments.

Deploying Large Language Models (LLMs) requires careful consideration of challenges such as environment consistency, repeatable processes, and auditing for compliance. Docker provides a solid foundation for these deployments, while Octopus Deploy enhances reliability through automation, visibility, and management capabilities. This approach empowers DevOps teams to ensure efficient and compliant deployment of LLMs across various environments.