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Compressed Sparse Attention

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2026-05-11

together.ai

large-language-models

Serving DeepSeek-V4: why million-token context is an inference systems problem

DeepSeek-V4's million-token context capability stems from a hybrid attention architecture that compresses context before KV storage, reducing cache pressure. Together's early bring-up on NVIDIA HGX B2…

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DeepSeek-V4 1 Together 1 NVIDIA HGX B200 1 Heavily Compressed Attention 1 Sliding Window Attention 1 Manifold-Constrained Hyper-Connections 1 Muon 1