NamespaceWhat it isolatesWhat the process seesPIDProcess IDsOwn process tree, starts at PID 1MountFilesystem mount pointsOwn mount table, can have different rootNetworkNetwork interfaces, routingOwn interfaces, IP addresses, portsUserUID/GID mappingCan be root inside, nobody outsideUTSHostnameOwn hostnameIPCSysV IPC, POSIX message queuesOwn shared memory, semaphoresCgroupCgroup root directoryOwn cgroup hierarchyTimeSystem clocks (monotonic, boot)Own system uptime and clock offsetsNamespaces are what Docker containers use. When you run a container, it gets its own PID namespace (cannot see host processes), its own mount namespace (own filesystem view), its own network namespace (own interfaces), and so on.
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另一层更致命的是责任漂移。模型输出参与决策、代理系统参与执行，过失主体更容易在供应链里移动，从部署方漂到集成商，再漂到平台与模型提供者。巴伦指出什么算AI、什么算AI使用在司法与理赔中仍存在解释空间，这会拉长争议、抬高准备金不确定性，也迫使承保条件更前置。
parakeet::EncoderCache enc_cache;
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