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

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Benchmark tables miss the main point of Deep Seek-V4: the important change is architectural.

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Introducing AutoJudge: Streamlined inference acceleration via automated dataset curationTogether Learn how Cursor partnered with Together AI to deliver real-time, low-latency inference at scaleTogether Preparing for the era of 32K context: Early learnings and explorationsTogether Long context retrieval models with Monarch MixerTogether Long Context Fine-Tuning: A Technical Deep DiveTogether Hyena Hierarchy: Towards larger convolutional language modelsTogether How a marketing agency increased client conversions 35% with Zapier CanvasZapier Grafana Is Not Worried About AWS CommercializationThenewstack Oso Unbundles Security AuthorizationThenewstack Cloud Systems: Deploying to Amazon ECSPulumi Go Concurrency Patterns: Context - The Go Programming LanguageGo Unpacking sandbox startup latency: why started ≠ readyModal How to serve trillions of tokens for trillion-parameter coding agentsModal Scaling Organizations Should Consider Building a Website Backed by a CRM PlatformCss Tricks Some Things You Oughta Know When Working with Viewport UnitsCss Tricks MotherDuck Builder Office Hours - July 21Motherduck Cerebras Systems Announces Filing of Registration Statement for Proposed Initial Public OfferingCerebras The rise of slow personal assistantsCerebras Simulating Human Behavior with Cerebras - CerebrasCerebras KAUST and Cerebras Named Gordon Bell Award Finalist for Solving Multi-Dimensional SeismicCerebras