Bitflipped: Your computer is a cosmic ray detector (2018)

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To bring a robot to life, motion-activating components, or actuators, are essential. Generally speaking, actuators can either go in and out, or spin around in a circle, and there are many different ways of doing this.

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.

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毕竟,硬件本身利润微薄,其商业模式接近传统消费电子,依靠规模与迭代速度取胜。它们的意义在于,以最低成本验证了某一“AI增强功能”的市场接受度,为行业探明了产品的地板。