按照 Anthropic 的指控，DeepSeek 的蒸馏数量最少，只有 15 万次，但手法更精准。与其直接收集答案，Anthropic 指控 DeepSeek 在做的是批量生产思维链 (chain-of-thought)训练数据。
The public inquiry into the Covid pandemic has cost the government more than £100m to respond to so far, the BBC has learnt. This is on top of the £192m spent by the inquiry itself - meaning the cost to the taxpayer is over 50% more than previously thought.
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"It's just a matter of having enough Artemis launches to build the infrastructure on the Moon by then," he adds, referring to Nasa's Artemis spaceflight programme that aims to send people and equipment to the Moon.
A useful mental model here is shared state versus dedicated state. Because standard containers share the host kernel, they also share its internal data structures like the TCP/IP stack, the Virtual File System caches, and the memory allocators. A vulnerability in parsing a malformed TCP packet in the kernel affects every container on that host. Stronger isolation models push this complex state up into the sandbox, exposing only simple, low-level interfaces to the host, like raw block I/O or a handful of syscalls.