Anthropic’s limited Model Hardware Standard preview gives AI agents a common interface to lab and industrial equipment, while leaving critical safety and governance questions open.

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AWS will add 2 million NVIDIA GPUs in 2027–2028 and deepen integration across CPUs, networking, data pipelines and AI services. Here is what cloud teams should—and should not—infer.

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