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作为一名长期关注 LLM 架构演进的技术博主，最近发布的 Ring-2.5-1T 引起了我的极大兴趣。不同于市面上常见的 Transformer 变体，它采用了大胆的混合线性注意力架构（Hybrid Linear Attention）。
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accepted an envelope (with cash or checks) and printed a transaction identifier
Holes were cut into the hulls to sink the vessels and they were then filled with sediment, mostly mud, to weigh them down and secure them.