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Zaya1 from Zyphra uses Compressed Convolutional Attention for eight-fold KV-cache compression. VibeThinker, a 3B model, scored 94.3% on AIME 2026. DeepSeek V4 Flash has a million-token context window. Qwen 3.6 uses Gated DeltaNet linear attention. These models are built differently for local hardware, not just smaller cloud versions.
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