Unknown risksThis might seem strange, but with such novel technologies, we simply don't know all of the potential risks. You may have heard the saying, "We don't know what we don't know," and that very much applies to artificial intelligence. That's doubly true with large language models, which are something of a black box. Often, even the makers of AI chatbots don't know why they behave the way they do, and that makes AI security risks at work somewhat unpredictable. Models often behave in unexpected ways.
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Spin up sandboxed Linux containers pre-loaded with AI coding tools (Claude Code, Codex, OpenCode via mise). Each container gets SSH access, ZFS snapshot-based checkpoints, and network egress policies that control what the agent can reach. Managed entirely from the CLI over TrueNAS WebSocket API.