"The magnitude and duration of pump price increases depends on how long the conflict goes on."
"type": "module",
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That populist convergence—where left and right alike turn on tech—becomes inevitable, in Karp’s telling, if AI companies strip white-collar workers of their livelihoods while simultaneously refusing to serve the military. He was pointed about who those workers are: “Primarily Democratic-shaped people that you might grow up with—highly educated people who went to elite schools, or went to schools that are almost elite, for one party.”，推荐阅读heLLoword翻译官方下载获取更多信息
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Since the initial release, community contributions have pushed data efficiency from ~2.4x to 5.5x against modded-nanogpt, more than doubling in a few days. The key changes are: shuffling at the start of each epoch, which had outsized impact on multi-epoch training; learned projections for value embeddings instead of separate embedding tables; swapping squared ReLU for SwiGLU activation; and ensembling multiple models. 10x data efficiency seems reachable in the short term. 100x might be feasible by the end of the year, given how many directions remain unexplored, but it will require serious exploration on the algorithms side.