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Updated on 6 Mar 2026

Hyperstack Weekly Rundown 53

TABLE OF CONTENTS

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Welcome to Hyperstack Weekly Rundown

This week on Hyperstack, we are introducing a new way to interact with infrastructure. With the launch of the Hyperstack MCP Server, you can now manage cloud resources using natural language. We’re also sharing exciting tutorials on running Qwen 3.5 on Hyperstack to a benchmark exploring how KV cache compression impacts inference performance. 

Take a few minutes to catch up on what’s new and what you can try next on Hyperstack!


New on Hyperstack

Check out what we released on Hyperstack this week:

Hyperstack MCP Server

We’re excited to introduce the Hyperstack MCP (Model Context Protocol) Server. It is a new way to manage your infrastructure using natural language. With MCP support, users can interact with their cloud resources using natural language through compatible AI clients like Claude Desktop and Open WebUI.

The MCP Server translates plain-English instructions into secure, authenticated Hyperstack API actions. This means you can create, manage and monitor infrastructure without manually writing API calls.

Once connected, you can perform tasks such as:

  • Creating and managing Virtual Machines
  • Provisioning and scaling Kubernetes clusters
  • Creating and attaching storage volumes
  • Retrieving billing and usage information
  • Managing environments
  • Executing multi-step infrastructure workflows

New on our Blog

Check out the latest blogs on Hyperstack:

Optimising Long-Context LLMs:

With KVPress Compression on Hyperstack 

KV cache size is becoming a major bottleneck for LLM inference speed and memory. In this benchmark on Hyperstack’s H100 infrastructure, we compare KnormPress and NVIDIA’s DMS to see how much KV cache can be compressed without impacting reasoning performance on the Qwen-3-8B model.

Read the full benchmark →

Long-Context LLMs - Blog post - 1000x600

How to Deploy Qwen 3.5 on Hyperstack: 

A Step-by-Step Guide

Qwen 3.5 is a powerful open-weight AI model built for advanced assistant workflows across text, code, images, and video. In this guide, we show how to run Qwen 3.5 on Hyperstack infrastructure to get high-performance inference for large, multimodal workloads.

Read the full guide →

Deploying Qwen3.5 - Blog post - 1000x600

UI, API and Now MCP:

A New Way to Interact with Your GPU Cloud

For decades, we’ve interacted with software through UIs or APIs. But Model Context Protocol (MCP) introduces a third way, letting AI clients interact with systems through natural language. This blog explains what MCP is, how it works and why it’s changing the way we build and use software.

Read the full article →

UI, API, and Now MCP - Blog post - 1000x600

Help Shape the Future of Hyperstack

Great products are built with the people who use them. If there’s something you would like to see on Hyperstack whether it is a new feature, workflow improvement or integration that would make your work easier, we would love to hear about it.

Your feedback helps us prioritise what matters most and build a platform that works better for the community.

Share Feature Request


 

That's it for this week's Hyperstack Rundown! Stay tuned for more updates next week and subscribe to our newsletter below for exclusive AI and GPU insights delivered to your inbox!

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