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Hybrid HBM-HBF Architecture in LLM Inference (University of Oxford)

Researchers at the University of Oxford published a technical paper titled “Hardware-Managed Heterogeneous High-Bandwidth Memory and Flash in LLM Inference Systems.” Abstract Excerpt: “ High-Bandwidth Flash (HBF) offers a denser alternative, providing 16x more capacity per stack at comparable bandwidth. In this work, we show that while replacing HBM with HBF can address the capacity... » read more The post Hybrid HBM-HBF Architecture in LLM Infer

August 31, 2026

TL;DR

Researchers at the University of Oxford published a technical paper titled “Hardware-Managed Heterogeneous High-Bandwidth Memory and Flash in LLM Inference Systems.” Abstract Excerpt: “ High-Bandwidth Flash (HBF) offers a denser alternative, providing 16x more capacity per stack at comparable bandwidth. In this work, we show that while replacing HBM with HBF can address the capacity... » read more The post Hybrid HBM-HBF Architecture in LLM Infer

## Hybrid HBM-HBF Architecture in LLM Inference (University of Oxford)

Researchers at the University of Oxford published a technical paper titled “Hardware-Managed Heterogeneous High-Bandwidth Memory and Flash in LLM Inference Systems.” Abstract Excerpt: “ High-Bandwidth Flash (HBF) offers a denser alternative, providing 16x more capacity per stack at comparable bandwidth. In this work, we show that while replacing HBM with HBF can address the capacity... » read more The post Hybrid HBM-HBF Architecture in LLM Inference (University of Oxford) appeared first on Semiconductor Engineering .

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*Source: [SemiconductorEngineering](https://semiengineering.com/hybrid-hbm-hbf-architecture-in-llm-inference-university-of-oxford/)*

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