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）。
习近平同志深刻指出：“‘三把火’该不该烧，什么时候烧适宜，都要从实际出发。”“要多深入群众，多做调查研究，弄清事情的来龙去脉，而后审时度势，该烧则烧，不该烧决不要赶时髦，勉强‘烧火’。”
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Google says that Nano Banana 2 has more advanced world knowledge, a description that also calls to mind Google's recent world model Project Genie. "The model pulls from Gemini’s real-world knowledge base, and is powered by real-time information and images from web search to more accurately render specific subjects. This deep understanding also helps you create infographics, turn notes into diagrams and generate data visualizations."
Streaming diarization with arrival-order speaker tracking: