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DeepSeek's new open models give everyone a million-word memory by default

DeepSeek has previewed its V4 model family, led by a 1.6 trillion-parameter flagship, and made a one-million-token context window the default across…

openweightslongcontextdeepseekattention
Dev.to Jul 1, 2026, 18:35 UTC
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A Classic Efficiency Trick Just Moved Into a New Part of the AI

The paper Grouped Query Experts shows that a mixture-of-experts routing strategy applied to the attention layer of a language model matches standard…

architecturemixtureofexpertsattentionefficiency
Dev.to Jul 1, 2026, 16:35 UTC

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