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Atlas system accelerates LLM inference with runtime learning

Atlas system accelerates LLM inference via a runtime-learning approach, achieving 500 TPS on DeepSeek-V3.1 and a 4x speedup over baseline without manual tuning.

Oct 10 · · primary fetch1 sourceupdated Oct 10 ·

LLM inference that gets faster as you use it. Our runtime-learning accelerator adapts continuously to your workload, delivering 500 TPS on DeepSeek-V3.1, a 4x speedup over baseline performance without manual tuning.

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  1. together.aiAdapTive-LeArning Speculator System (ATLAS): A New Paradigm in LLM Inference via Runtime-Learning Acceleratorsprimary