LLMs used tactical nuclear weapons in 95% of AI war games, launched strategic strikes three times

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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.

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The layoffs come after a strong quarter for Block, with revenue, profit, and customer base all growing. But Dorsey appears to think that the rise of AI makes this move inevitable, presenting the decision as a choice between doing one sharp cut now, or laying people off slowly over a longer period of time.