因此，动一个系统，牵一发动全身。打通一次接口，意味着漫长的权限审批、数据安全评估、供应商协调。于是需求侧形成了一个悖论，他们希望AI能够真正进入生产环境带来生产力，但又无法承受结构性改造的代价。
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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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