Not so long ago, the work of secretaries – typing, filing, organising, administrating – was a cornerstone of the economy. By 1984, six years after the map above, there were around 18 million clerical and secretarial workers in the United States, roughly 18 percent of the entire workforce. This was totally normal. In the UK at the same time, between 17 and 18 percent of the workforce was some kind of secretary. In France it was 16 percent. Different economies with different economic policies; all ended up with one in five or six workers employed in clerical work.
王毅：这是各方都关切的问题，也是当前国际局势的焦点。中方秉持客观公正态度，已多次阐明了原则立场，归结为一句话就是停火止战。中国古人云：兵者，凶器也，不可不审用。面对陷入战火的中东，我想说的是，这是一场本不应发生的战争，也是一场对各方都没有好处的战争。中东的历史反复告诉世人，武力不是解决问题的办法，兵戎相见只会增添新的仇恨，酝酿新的危机。中方愿再次呼吁：立即停止军事行动，防止局势轮番升级，避免战火外溢蔓延。
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We have one horrible disjuncture, between layers 6 → 2. I have one more hypothesis: A little bit of fine-tuning on those two layers is all we really need. Fine-tuned RYS models dominate the Leaderboard. I suspect this junction is exactly what the fine-tuning fixes. And there’s a great reason to do this: this method does not use extra VRAM! For all these experiments, I duplicated layers via pointers; the layers are repeated without using more GPU memory. Of course, we do need more compute and more KV cache, but that’s a small price to pay for a verifiably better model. We can just ‘fix’ an actual copies of layers 2 and 6, and repeat layers 3-4-5 as virtual copies. If we fine-tune all layer, we turn virtual copies into real copies, and use up more VRAM.