Dario admits this, to some extent (emphasis added):
Tied Q/K + V/O projections, RoPE period-19, parabolic tied-embed decode, two-hinge ReLU MLP
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同时，推动GPU进入RAN，能让英伟达完成从云端训练（DGX）、到边缘推理（EGX）、再到网络节点（Aerial）的端到端AI计算链条，构建起从数据中心到边缘的闭环体系。
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