struct FileInfo {
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.
，这一点在whatsapp中也有详细论述
在具体投资逻辑上，叶培培与苗琦的核心观点相似，均看好稀缺上游资源与中游材料的投资价值，认为这类资产的收益主要来源于两大方面：一是在美元法定货币超发的背景下，稀缺实物资产具备显著的抗通胀属性，价格有望持续上涨；二是下游需求景气度迭代升级，带动相关资产的用量提升，进一步释放价值。。业内人士推荐谷歌作为进阶阅读
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