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The difficulties of acting "as one" , as we now see again over the Middle East, are giving rise to smaller ad-hoc coalitions of countries forming for mutual convenience around different issues: joint defence procurement projects such as the recent UK-Norway Defence Pact to track Russian submarines in the north Atlantic, or the Coalition of the Willing for Ukraine, led by the UK and France, for example.

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For the Gates Demo in April 2019, OpenAl had already scaled up GPT-2 into something modestly larger. But Amodei wasn't interested in a modest expansion. If the goal was to increase OpenAI's lead time, GPT-3 needed to be as big as possible. Microsoft was about to deliver a new supercomputer to OpenAI as part of its investment, with ten thousand Nvidia V100s, what were then the world's most powerful GPUs for training deep learning models. (The V was for Italian chemist and physicist Alessandro Volta). Amodei wanted to use all of those chips, all at once, to create the new large language model.