也正因为广告化容易陷入这种内耗式博弈，平台才开始尝试寻找摩擦更低、关系更稳定的变现方式。
.pipeThrough(fastTransform)
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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.
04 给AI与电力从业者的关键启示对中美两国AI、电力、能源行业的普通人来说，这场变革不是遥远的新闻，而是饭碗与职业赛道的重新选择。
for it." Otherwise the obvious fraud opportunity would easily wipe out the