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Blog

Hyperstack's blog - containing case studies, company news, and all things related to our GPUaaS.

Blog

Hyperstack's blog - containing case studies, company news, and all things related to our GPUaaS.

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calendar14 Aug 2026

The pace of AI infrastructure is driven by one constant: larger models and higher ...

calendar13 Aug 2026

Qwen3.8 Max is a 2.4 trillion parameter mixture-of-experts model from the Qwen team, and ...

calendar11 Aug 2026

MiniMax H3 is a 33 billion parameter omni-modal generative system, open sourced on 3 ...

calendar5 Aug 2026

Welcome to Hyperstack Monthly Update July was all about making Hyperstack easier to build ...

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Every CIO running AI workloads in Europe is now asking a question that used to sit at the ...

calendar30 Jul 2026

For many years, the AI infrastructure conversation revolved around one question: how many ...

calendar28 Jul 2026

Kimi K3 is Moonshot AI's 2.8 trillion parameter flagship, and since the weights were ...

calendar21 Jul 2026

Kimi K3 is the most capable model Moonshot AI has released, a 2.8 trillion parameter ...

calendar17 Jul 2026

Tencent Hy3 is an open-weight, hybrid fast-and-slow-thinking model built on a sparse ...

calendar15 Jul 2026

I spent last week on the Hyperstack booth at RAISE in Paris, and it turned out to be one ...

calendar15 Jul 2026

The Problem The deal was interrupted at legal review, not because the model ...

calendar14 Jul 2026

FLOPs got AI infrastructure this far. They will not get it the rest of the way. When AI ...

calendar6 Jul 2026

I spend most of my week talking to teams about the practical side of running AI and HPC ...

calendar3 Jul 2026

Multi-agent systems do not just multiply your capability. They multiply your inference ...

calendar3 Jul 2026

Welcome to Hyperstack Monthly Update We've been busy this month. Some updates you'll ...

calendar30 Jun 2026

Hyperstack AI Studio now serves GLM-5.2, the latest open-weight model from Z.ai (formerly ...

calendar24 Jun 2026

On 12 June 2026, every workflow built on Claude Fable 5 stopped working. No warning. No ...

calendar23 Jun 2026

Welcome to Hyperstack Weekly Rundown It's that time again. Weekly Rundown is here and ...

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On 13 June 2026, the US government issued a same-day directive cutting access to two ...

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Hyperstack AI Studio can now generate images. Alongside its language models, the platform ...

calendar17 Jun 2026

The team picked Kubernetes. They had containers, they had pipelines, it felt like the ...

calendar15 Jun 2026

Note: All metrics and scenarios in this case study are illustrative. Specific outcomes ...

calendar12 Jun 2026

What is DiffusionGemma? DiffusionGemma is an open-weights, diffusion-based language model ...

calendar10 Jun 2026

Serving LLMs efficiently comes down, again and again, to one component: the KV cache. ...

calendar9 Jun 2026

The average enterprise now spends $85,521 per month on AI, up from $62,964 just a year ...

calendar4 Jun 2026

A bank selecting a private cloud infrastructure vendor is not making the same decision as ...

calendar2 Jun 2026

LLMs have outgrown single GPUs. A 70B model in 16-bit precision needs roughly 140 GB just ...

calendar27 May 2026

1. The Problem A European biomedical research consortium operating shared AI ...

calendar26 May 2026

An inference request arrives. The model is loaded. The GPU is ready. And then: the system ...

calendar20 May 2026

Consider two engineering teams at European payments processors. Same model architecture. ...

calendar19 May 2026

You added more GPUs. The model loads. The latency is worse. Nobody warned you that ...

calendar18 May 2026

You are configuring a cluster for serious GPU workloads. You have looked at Kubernetes. ...

calendar14 May 2026

What is AntAngelMed? AntAngelMed is the world's first open-source 100B-parameter medical ...

calendar12 May 2026

The model passes every test on a single node. Latency is within target, throughput is ...

calendar11 May 2026

You kick off a long-context generation job. The model is solid, the prompt is well-formed ...

calendar6 May 2026

Hy3-preview is the flagship of Tencent Hunyuan's newest open-source family, a sparse ...

calendar6 May 2026

What is Mistral Medium 3.5? Mistral Medium 3.5 is Mistral AI's latest open-weight ...

calendar5 May 2026

Welcome to Hyperstack Weekly Rundown Your weekly digest of the latest updates, tutorials ...

calendar4 May 2026

What is NVIDIA Nemotron 3 Nano Omni? Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 is an ...

calendar4 May 2026

The Model Nobody Expected to Be This Competitive Open-source frontier models have a ...

calendar28 Apr 2026

DeepSeek-V4-Pro is the flagship of DeepSeek's V4 preview family — a sparse ...

calendar27 Apr 2026

DeepSeek-V4 is the latest generation of open-weight large language models from DeepSeek ...

calendar27 Apr 2026

Kimi K2.6 is an open-weight, native multimodal agentic model from Moonshot AI, engineered ...

calendar27 Apr 2026

Welcome to Hyperstack Weekly Rundown The GPU race doesn’t slow down and neither do we. A ...

calendar23 Apr 2026

Most teams do not start thinking about distributed inference at the right moment. They ...

calendar21 Apr 2026

Cost-efficient LLM inference on Hyperstack or any GPU cloud means maximising tokens per ...

calendar20 Apr 2026

What is Qwen3.6? Qwen3.6 is a cutting-edge, open-weight AI model engineered for elite ...

calendar17 Apr 2026

Your model is ready. Your team has done the work. Then someone in InfoSec asks where the ...

calendar16 Apr 2026

The model passes the evaluation. The latency report comes back and it is 3× too slow for ...

calendar15 Apr 2026

Compliance questions don't kill enterprise AI deals at the technical review stage. They ...

calendar9 Apr 2026

Orchestration is not a deployment detail, it is the layer that determines whether your ...

calendar30 Mar 2026

When you decide between a single GPU and a GPU cluster, you are not only choosing more ...

calendar27 Mar 2026

What is NemoClaw? NemoClaw is NVIDIA's open source security stack for OpenClaw, the viral ...

calendar26 Mar 2026

A guide to choosing the right infrastructure for your AI workloads 70% of enterprises are ...

calendar24 Mar 2026

OpenClaw was released in November 2025 and quickly caught the attention of developers ...

calendar18 Mar 2026

AI assistants like Claude Desktop and modern agent frameworks are changing how developers ...

calendar6 Mar 2026

Welcome to Hyperstack Weekly Rundown This week on Hyperstack, we are introducing a new ...

calendar6 Mar 2026

We've been talking to software the same two ways for decades and we've gotten so used to ...

calendar24 Feb 2026

What is Qwen3.5? Qwen3.5 is a powerful, open-weight AI model built to act as a highly ...

calendar23 Feb 2026

🚀 We love keeping up to date with the latest techniques, so we decided to put NVIDIA ...

calendar17 Feb 2026

Most Generative AI projects don’t fail because the model underperforms. They fail because ...

calendar16 Feb 2026

What most teams don’t realise is that they’re not overspending because AI is expensive. ...

calendar12 Feb 2026

If you’re planning to train larger AI models, scale distributed workloads or deploy ...

calendar11 Feb 2026

AI is moving fast. Faster than most infrastructure decisions. Teams building AI, LLMs, ...

calendar10 Feb 2026

This setup guide shows you how to deploy Ollama on Hyperstack so you can quickly run LLMs ...

calendar6 Feb 2026

Modern AI workloads push computing infrastructure far beyond what a single server can ...

calendar4 Feb 2026

What is Qwen3-Coder-Next? Qwen3-Coder-Next is the latest open-weight language model from ...

calendar3 Feb 2026

If you’re working with large volumes of cloud data, object storage is not an option ...

calendar30 Jan 2026

Welcome to Hyperstack Weekly Rundown Another week, another set of updates, This one’s ...

calendar30 Jan 2026

If you are looking to run Qwen 3 TTS CustomVoice efficiently on cloud GPUs, this tutorial ...

calendar29 Jan 2026

Every day, organisations generate loads of data but did you know that over 80% of it is ...

calendar27 Jan 2026

Data is now bigger and more unpredictable than ever. AI models are consuming petabytes of ...

calendar23 Jan 2026

If you are looking for a simple way to run a ChatGPT-like interface on your own ...

calendar21 Jan 2026

Kubernetes gives you incredible power but without the right practices, that power can ...

calendar20 Jan 2026

Key Takeaways Price is not Everything: The cheapest GPU option may come with hidden fees ...

calendar20 Jan 2026

Welcome to Hyperstack Weekly Rundown Another week and more updates to play with. In this ...

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Choosing the right deep learning framework can directly impact how fast you build, train ...

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Welcome to Hyperstack’s First Rundown of 2026 New year. New momentum. This is our first ...

calendar12 Jan 2026

Every few years, the cloud-native industry hits a turning point. It is a moment where new ...

calendar7 Jan 2026

You’re building something intelligent, something that thinks. But then you realise… it ...

calendar6 Jan 2026

Large Language Models (LLMs) and Small Language Models (SLMs) solve very different ...

calendar30 Dec 2025

If you've ever tried learning deep learning, you've probably felt the excitement of ...

calendar29 Dec 2025

If you’ve ever shipped an application to production and thought, “Why does it work on my ...

calendar23 Dec 2025

TensorFlow shows up everywhere, from the models powering image recognition to the systems ...

calendar22 Dec 2025

If you’re comparing CUDA cores vs Tensor cores, you’re likely trying to understand what ...

calendar19 Dec 2025

As we wrap up the last Weekly Newsletter of 2025, we want to thank YOU for being part of ...

calendar17 Dec 2025

Object storage is a data architecture that stores information as discrete objects, each ...

calendar15 Dec 2025

You’ve probably noticed how everyone seems to be running LLMs locally or deploying them ...

calendar12 Dec 2025

If you’re looking to run Devstral 2 efficiently on cloud GPUs, this tutorial shows you ...

calendar11 Dec 2025

Ever spent hours training a model only to wonder if it actually gets better? If you’ve ...

calendar9 Dec 2025

AI as a Service (AIaaS) is a cloud-based delivery model that allows businesses and ...

calendar5 Dec 2025

Looking to deploy Mistral Large 3 on Hyperstack? This guide gets you running end-to-end ...

calendar4 Dec 2025

Take Control of Your Monitoring: Why Host Prometheus on Your Own Cloud VM? You've got a ...

calendar3 Dec 2025

Error-Correcting Code (ECC) memory plays a critical role in reliability for high-value AI ...

calendar2 Dec 2025

Take Control of Your Own OCR Workflow with DeepSeek-OCR and Hyperstack Optical Character ...

calendar1 Dec 2025

With the growing adoption of AI-assisted development tools, intelligent coding assistants ...

calendar28 Nov 2025

New on Hyperstack Check out what’s new on our hardware side this week: NVIDIA RTX Pro ...

calendar26 Nov 2025

Connecting Hyperstack AI Studio with n8n allows teams to automate AI workflows without ...

calendar25 Nov 2025

The rapid growth of large language models (LLMs) has transformed how developers build, ...

calendar24 Nov 2025

New on AI Studio Here’s what’s new on our full-stack Gen AI platform, AI Studio this ...

calendar24 Nov 2025

What is LobeChat and why use it? What is LobeChat? LobeChat is an extensible chat ...

calendar19 Nov 2025

Two such powerful tools that make this process seamless are: Hyperstack AI Studio: a ...

calendar18 Nov 2025

Bring Your AI Ideas to Life with Hyperstack AI Studio If you haven’t tried Hyperstack AI ...

calendar18 Nov 2025

Understanding Zed Editor What is Zed Editor and Why to Use it? Zed Editor is a ...

calendar17 Nov 2025

In this tutorial, you will be: RooCODE running inside VS Code Have Hyperstack AI Studio ...

calendar13 Nov 2025

We’ll start by understanding what Kilo Code is, why it’s useful, then we will discuss ...

calendar12 Nov 2025

Large language models (LLMs) have reshaped the way we interact with software from chat ...

calendar11 Nov 2025

Understanding Cursor What is Cursor? So, cursor is an AI-powered code editor designed to ...

calendar4 Nov 2025

Everyone wants to build with Generative AI, from startups training niche chatbots to ...

calendar3 Nov 2025

Training and deploying AI models is no small feat. High-performance GPUs, massive ...

calendar24 Oct 2025

What's New on Hyperstack Here's what's new on Hyperstack this week: Account Lockout ...

calendar24 Oct 2025

Want to build your own ChatGPT-like model? Sounds fascinating until you start worrying ...

calendar21 Oct 2025

Choosing the right way to run AI inference in production matters just as much as ...

calendar17 Oct 2025

Deep learning workloads push hardware to its limits harder than almost any other use ...

calendar15 Oct 2025

What is Qwen3-VL-30B-A3B-Instruct-FP8? Qwen3-VL-30B-A3B-Instruct-FP8 is a fine-tuned, ...

calendar10 Oct 2025

Let's understand how our Deep Thinking Multi-Agentic System works. Data and Tool Layer: ...

calendar7 Oct 2025

GPU time is expensive. When storage cannot keep up with your training pipeline, those ...

calendar6 Oct 2025

Did you know that 80% of AI project time is spent on data preparation, not on training or ...

calendar1 Oct 2025

What is n8n? n8n is an open-source, fair-code workflow automation tool that helps you ...

calendar30 Sep 2025

The Challenges of AI Product Development Today If you’re building a generative AI ...

calendar23 Sep 2025

Finding the best cloud GPUs for ComfyUI comes down to compatibility, VRAM and actual ...

calendar16 Sep 2025

What is AI-as-a-Judge? AI-as-a-Judge, also known as LLM-as-a-Judge, is the practice of ...

calendar4 Sep 2025

If you are searching for a faster way to deploy AI models, here is the short answer: ...

calendar28 Aug 2025

Step 1: Start with a Pain Point, Not a Model You can’t sell what nobody wants. You need ...

calendar22 Aug 2025

If you’re trying to speed up your AI and 3D workflows, here’s the key point upfront: ...

calendar20 Aug 2025

What is the NVIDIA RTX Pro 6000 SE? The NVIDIA RTX Pro 6000 SE is a high-performance ...

calendar12 Aug 2025

What is NVIDIA H100 PCIe? The NVIDIA H100 PCIe GPU is powered by the Hopper architecture ...

calendar11 Aug 2025

This guide covers NVIDIA L40 GPU specs, pricing, and how to reserve an NVIDIA L40 GPU ...

calendar7 Aug 2025

What is GPT‑OSS The gpt-oss-20B release brings back open-weight models at scale for the ...

calendar6 Aug 2025

If you’re planning AI training, inference workflows, or high-performance computing in the ...

calendar5 Aug 2025

If you’re evaluating NVIDIA RTX A6000 specs, pricing, and reservation options, this guide ...

calendar31 Jul 2025

This guide explains NVIDIA H100 SXM specs, pricing, and how to reserve an NVIDIA H100 GPU ...

calendar30 Jul 2025

Searching for NVIDIA H200 SXM specs, pricing and GPU reservation details? Here’s ...

calendar30 Jul 2025

If you're comparing cloud GPU rental platforms for AI, ML, or rendering, the first thing ...

calendar24 Jul 2025

What are On-Demand GPUs for AI? On-demand GPUs are exactly what they sound like. They are ...

calendar18 Jul 2025

Trying to choose between Spot and On-Demand VMs? Here’s the short answer: Spot offers ...

calendar17 Jul 2025

NVLink or PCIe for AI? This blog tells why NVLink excels in multi-GPU communication with ...

calendar14 Jul 2025

Why Most Gen AI Monetisation Strategies Fall Short You’ve probably seen this before: an ...

calendar2 Jul 2025

The Mid-Market Mandate is to Deliver Results If you’re part of a mid-sized AI team, you ...

calendar26 Jun 2025

Powerful Models but Incomplete Pipelines There’s no question that Llama and Mistral are ...

calendar25 Jun 2025

1. Data Prep That Doesn’t Drain Time Every Gen AI project begins with data. But even ...

calendar20 Jun 2025

5 Things You Need to Know Before Deploying Enterprise LLMs Here are five important things ...

calendar16 Jun 2025

To scale Gen AI, the speed of execution matters more than ever. But while everyone’s ...

calendar5 Jun 2025

If you’re exploring AI model fine-tuning, this blog cuts straight to the point with a ...

calendar23 May 2025

The recent surge of open-source LLMs like Meta’s Llama models and Mistral AI’s Mistral 7B ...

calendar20 May 2025

Is inference slowing you down or costing more than it should? As models grow larger, ...

calendar11 Apr 2025

Be the First to Join our Gen AI Platform Next week, we’re kicking off the search for beta ...

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Choosing the best GPU for AI in 2025? This benchmark-focused guide compares NVIDIA L40 ...

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Exploring agentic AI frameworks? This blog highlights top frameworks that enable ...

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The Challenge of Fine-Tuning Stable Diffusion Stable Diffusion operates on a diffusion ...

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Understanding AI Energy Consumption The exponential rise of AI overwhelms power grids ...

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Curious about vLLM and fast inference for LLMs? vLLM is designed to optimise memory and ...

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Understanding the key components of AI infrastructure is essential for building scalable, ...

calendar29 Jan 2025

Companies and developers are turning to Kubernetes for better AI workload management to ...

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If you’re planning to deploy your first AI model or scale an existing project and getting ...

calendar16 Jan 2025

Calculating VRAM for LLMs doesn’t have to be guesswork. This guide explains exactly how ...

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"The amount of computation we need is incredible and we truly envision a society that can ...

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Understanding Kubernetes architecture is crucial if you’re deploying scalable, resilient ...

calendar20 Dec 2024

Did you know the NVIDIA L40 GPU extends beyond neural graphics and virtualisation? Its ...

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Choosing between NVIDIA A100 PCIe and SXM? This blog compares memory, bandwidth, and AI ...

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“We’re now prepared for a future where the amount of data will continue to grow ...

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Check out our latest guide on deploying Llama 3.1 on Hyperstack [here]. We couldn’t hold ...

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Mistral has recently released its best new small model called Mistral NeMo, a 12B model ...

calendar22 Jul 2024

In my previous article, I covered Mistral AI's latest model Codestral Mamba, which set ...

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What is Mistral Codestral Mamba? Mistral Codestral Mamba is Mistral AI's latest model for ...

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We're excited to announce that Hyperstack will soon be offering the revolutionary NVIDIA ...

calendar2 Jul 2024

We're thrilled to announce the upcoming addition of the NVIDIA H100-80GB-SXM5 GPU to our ...

calendar1 Jul 2024

Welcome back to our SR-IOV series! In our previous post, we promised to provide the ...

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According to IBM's 2023 Cost of a Data Breach Report, artificial intelligence in cloud ...

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The growth of cloud computing has led to rising demand for robust and high-performance ...

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Remember when implementing AI models was an expensive and inclusive approach? Those were ...

calendar13 Jun 2024

For businesses that are yet to embrace ML into their operations, the time to act is now. ...

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The Association of Certified Fraud Examiners (ACFE) released a report that analysed 2,110 ...

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AI adoption is accelerating rapidly, with the global Artificial Intelligence market size ...

calendar27 May 2024

AI models have become more capable than ever. They can now generate human-like text, ...

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Training large AI models requires more than raw GPU power; it demands the right memory, ...

calendar20 May 2024

Once thought to be useful only for rendering video games, GPUs now power some of the ...

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After months of anticipation for ChatGPT 5, OpenAI has instead released ChatGPT 4-o - a ...

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Which deep learning algorithms deliver the best results today? This blog presents the top ...

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Fraud is a massive and growing problem across many industries, costing businesses and ...

calendar19 Mar 2024

AI Supercloud will use NVIDIA Blackwell platform to drive enhanced efficiency, reduced ...

calendar28 Feb 2024

AI Net Zero Collaboration to Power European AI NexGen Cloud, the sustainable GPU Cloud ...

calendar14 Feb 2024

Wondering how NVIDIA H100 PCIe compares to SXM for AI workloads? This blog answers ...

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NexGen Cloud’s Hyperstack Platform and AI Supercloud Are Leveraging WEKA’s Data Platform ...

calendar25 Jan 2024

The Hyperstack collaboration significantly increases the capacity and availability of AI ...

calendar27 Sep 2023

European enterprises, researchers and governments can adhere to EU regulations and ...

calendar31 Aug 2023

NexGen Cloud, the sustainable Infrastructure-as-a-Service provider, has today launched ...

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