Revisiting phonon thermal transport in penta-graphene via a machine-learning potential-driven large-scale molecular dynamics simulation

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过去一年中,“豆包手机”的推出,以及2026年年初爆火的“OpenClaw”,让我们看到了助手型智能体的一些早期探索,令人振奋。前者代表了设备级智能体的尝试:它将智能体能力深度嵌入操作系统,通过模拟人类操作以调取各类App,为用户完成任务。后者则是一种始终在线的解决方案,能够主动观察与执行任务,并通过本地部署获取丰富的个性化数据和软件控制权,初步体现了个人助手型Agent的一些核心特征。

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Defense in depth on top of gVisorgVisor gives you the user-space kernel boundary. What it does not give you automatically is multi-job isolation within a single gVisor sandbox. If you are running multiple untrusted executions inside one runsc container, you still need to layer additional controls. Here is one pattern for doing that:

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WebAssembly can directly interact with JavaScript, which can directly interact with the web platform. WebAssembly can access the web platform, but only by using the special capabilities of JavaScript. JavaScript is a first-class language on the web, and WebAssembly is not.