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.
这样的趋势会领向什么样的终极形态，目前行业还在探索之中，苹果当然不希望自己掉队。
，这一点在Line官方版本下载中也有详细论述
AI 绘图这两年的发展，确实快得让人眼花缭乱。我们经历过 Nano Banana Pro 的一眼惊艳，也经历过繁琐的调教与漫长的等待。Nano Banana 2 的出现，则尝试进一步把好和快揉在了一起，并大大降低了使用的门槛。
Nicole, 17, from Preston, in Lancashire, said: "It's just really cool to have a venue this close and accessible".