把部分任务下沉到本地模型（如通过 Ollama 部署）以减少对外部 API 的依赖。
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.
。体育直播对此有专业解读
Тело бизнесмена Умара Джабраилова вывезли в Чечню. Об этом сообщил корреспондент РИА Новости.
第三章 违反治安管理的行为和处罚