多模态智能体（文本 + 图像） → Gemma 3n
Local sandboxing on developer machinesEverything above is about server-side multi-tenant isolation, where the threat is adversarial code escaping a sandbox to compromise a shared host. There is a related but different problem on developer machines: AI coding agents that execute commands locally on your laptop. The threat model shifts. There is no multi-tenancy. The concern is not kernel exploitation but rather preventing an agent from reading your ~/.ssh keys, exfiltrating secrets over the network, or writing to paths outside the project. Or you know if you are running Clawdbot locally, then everything is fair game.，详情可参考搜狗输入法2026
toxic markers, and outreach to those sites.，推荐阅读Safew下载获取更多信息
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The rest of the material produces digestate which can be used as fertiliser by nearby farms.