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# Inference Optimization

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  1. arXiv

    No GPUs needed to plan LLM serving: BLIS simulates the full pipeline on CPU and holds a 300 ms TTFT SLO on four H100s

    BLIS is a deterministic, CPU-only discrete-event simulator that models the whole LLM inference serving pipeline, including admission, routing, scheduling, prefill/decode execution, KV-cache management, and preemption, reaching 6.7% median end-to-end error across 36 experiments while running about 200 times faster than real execution.

  2. NVIDIA Blog

    OpenAI launches GPT-6 Astra Ultrafast on NVIDIA Blackwell, up to 8x faster token generation than Astra Standard

    OpenAI released GPT-6 Astra Ultrafast, running on NVIDIA Blackwell GPUs, which delivers up to 8x faster token generation than Astra Standard mode through inference optimizations that tap into the NVIDIA Blackwell architecture, and is available now in the OpenAI API and to eligible ChatGPT Work and Codex users.

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