Cross-layer sharing, rank-1 projections, sparse gate, low-rank head, frozen scaling params
Nature, Published online: 25 February 2026; doi:10.1038/d41586-026-00446-7
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由此出现准入证效应。在B端采购、合作伙伴尽调与跨境业务中，承保确认正在变成隐性的通行证。企业不一定会因为没有保险立刻被监管叫停，但很可能在客户的合规审查、采购条款与董事会风险评估里卡住，尤其当标准化排除条款把默认覆盖打碎之后。
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1L Qwen3, d=3, 4h/1kv, hd=2