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Scaling JEV-like Decision Models with SGLang
A customer asks whether an order has shipped. An agent already has the order ID and three possible next actions: query the order-status service, search general delivery-policy documentation, or ask th...
Accelerating Long-Context and Agentic Inference with NVFP4 KV Cache
The KV cache is a fundamental building block of the modern LLM inference system. The context from multiple conversation rounds in agent sessions is cached as keys and values (KV) in GPU memory, allowi...

SGLang and Miles Add Day-0 Support for DeepSeek-V4.1
DeepSeek-V4.1 introduces several architecture choices that shape the serving stack. Low-ratio compression and sliding-window attention (SWA). Each layer maintains an fp8 sliding-window cache for its ...
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