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Home/Authors/Josef Chen

Josef Chen

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26

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Architecture×1AI×1Distributed×1Performance×1Robotics×1

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2026
Memory-Bound but Not Bandwidth-Limited: The Physical AI Inference Gap in Batch-1 LLM Decode

Physical AI inference (batch-1 decode) is primarily memory-bandwidth-bound, but the observed latency gap between fast and slow GPUs is not solely due to memory bandwidth, as launch-side overheads become significant on high-performance hardware.

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Papers

cs.ARcs.AIcs.DCRecentMay 28, 2026

Memory-Bound but Not Bandwidth-Limited: The Physical AI Inference Gap in Batch-1 LLM Decode

Josef Chen

Physical AI inference (batch-1 decode) is primarily memory-bandwidth-bound, but the observed latency gap between fast and slow GPUs is not solely due to memory bandwidth, as launch-side overheads beco…

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