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.
Interleaved gradient noise is a form of low-discrepancy sequence that attempts to distribute values more evenly across space when compared to pure white noise[9].
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在偏专业的分析类任务上，Expert 的优势会更明显。我们选择了 McKinsey PPT（麦肯锡风格演示文稿生成）专家进行测试。按照介绍，它会自动补充数据、图表以及行业洞察。