Same-privilege return
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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.，更多细节参见爱思助手下载最新版本
Recurring revenue brings predictable cash flow, stable margins, and compound customer value. Investors love it, but more importantly, it lets you grow without chasing every single sale.