Improved capabilities of the TurboGAP code for radiation induced cascade simulations: An illustration with silicon

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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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The cost of PC components has been skyrocketing as AI infrastructure buildout creates extraordinary demand amid limited supply. HP says that squeeze is now hitting PC memory especially hard, with RAM now accounting for 35 percent of a system’s overall cost.

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