HP says RAM now accounts for more than a third of its PC costs

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Spin up sandboxed Linux containers pre-loaded with AI coding tools (Claude Code, Codex, OpenCode via mise). Each container gets SSH access, ZFS snapshot-based checkpoints, and network egress policies that control what the agent can reach. Managed entirely from the CLI over TrueNAS WebSocket API.

Anthropic, a company founded by people who left OpenAI over safety issues, had been the only large commercial AI maker whose models were approved for use at the Pentagon, in a deployment done through a partnership with Palantir. But Anthropic’s management and the Pentagon have been locked for several days in a dispute over limitations that Anthropic wanted to put on the use of its technology. Those limitations are essentially the same ones that Altman said the Pentagon would abide by if it used OpenAI’s technology.

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These benchmarks measure throughput in controlled scenarios — real-world performance depends on your specific use case. The difference between Node.js and browser gains reflects the distinct optimization paths each environment takes for Web streams.