---
title: "DDN, Nebul, and NVIDIA Collaborate to Advance AI Inference Economics Through High-Performance KV Cache Acceleration"
type: "News"
locale: "en"
url: "https://longbridge.com/en/news/292043828.md"
description: "DDN, Nebul, and NVIDIA are collaborating to optimize large-scale AI inference performance through KV Cache acceleration. This partnership aims to lower cost-per-token, reduce latency, and improve GPU utilization by integrating DDN's Infinia architecture with Nebul's platform and NVIDIA technologies. The initiative addresses the shift in AI economics from model building to efficient production deployment, targeting metrics like time-to-first-token and tokens-per-watt to enhance AI factory profitability."
datetime: "2026-07-08T09:04:55.000Z"
locales:
  - [zh-CN](https://longbridge.com/zh-CN/news/292043828.md)
  - [en](https://longbridge.com/en/news/292043828.md)
  - [zh-HK](https://longbridge.com/zh-HK/news/292043828.md)
---

# DDN, Nebul, and NVIDIA Collaborate to Advance AI Inference Economics Through High-Performance KV Cache Acceleration

In Paris, the global leader in AI and data intelligence solutions, DDN, has reported advancements in their partnership with Nebul, a top provider of sovereign-hybrid cloud solutions in Europe. The collaboration aims to enhance large-scale AI inference performance by utilizing advanced KV Cache acceleration and top-notch data infrastructure. This initiative combines Nebul's AI inference platform with DDN's Infinia data intelligence architecture, alongside NVIDIA accelerated computing technology, to drive progress in optimizing AI inference.

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