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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）。
他强调，努比亚在去年已率先发布豆包手机技术预览版，推动手机端 AI 智能体进入系统级深度应用，并期待更多厂商加入，共同完善场景覆盖与落地深度。