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.
为什么失败如果只看系统本身，Windows Phone 8.1 几乎挑不出致命问题。界面干净、动画流畅、逻辑统一，动态磁贴直到今天依然不过时；系统对硬件要求极低，512MB 内存也能运行流畅；大量功能强调本地化和离线可用，这在当年移动网络尚不稳定的环境下简直是降维打击。甚至语音助手 Cortana，在某些方面比同期许多产品更实用。你很难说它落后。恰恰相反，在不少细节上，它甚至显得有些超前。
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There were also new looks at the upcoming Pokopia, details of new trading cards and information on the World Championships being held in San Francisco this year.
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