---
type: "Topics"
locale: "en"
url: "https://longbridge.com/en/topics/100000000816426.md"
description: "Samsung published their research on solving KV Cache scaling challenges with CXL-based memory pooling.Question: Can a CXL memory pool support large-scale KV Cache offloading while maintaining performance comparable to DRAM?Evaluation: CXL memory pooling can deliver both near-DRAM performance and substantial memory scalability for AI inference workloads. Therefore, a CXL memory-based pool can be effectively utilized as a memory expansion solution for KV cache offloading.I would highly recommend reading Samsung's paper for more info on the specific system configurations used, and various performance evaluations."
datetime: "2026-07-26T20:34:26.000Z"
locales:
  - [en](https://longbridge.com/en/topics/100000000816426.md)
  - [zh-CN](https://longbridge.com/zh-CN/topics/100000000816426.md)
  - [zh-HK](https://longbridge.com/zh-HK/topics/100000000816426.md)
author: "[Paradi Lab](https://longbridge.com/en/profiles/27651407.md)"
generator: "portal-rs"
---

# Samsung published their research on solving KV Cac…


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> **Disclaimer: This article is for reference only and does not constitute any investment advice.**