Jason Verge - Hostrunway

How to Right-Size GPU Instances and Stop Overpaying in 2026

Nobody wants to open a cloud invoice and feel sick. However, when the size of your GPU instance exceeds three times the size of your workload, that's what you get.…

Jason Verge August 10, 2026

Cloud GPU GPU Server

Cloud GPU for Running LLMs in 2026: When Your Local GPU Isn’t Enough

You hit run. Something went wrong. Either the process crashed with an out-of-memory error before the model finished loading, or it loaded and became glacially slow. Two or three words…

Jason Verge July 24, 2026

AL/ML GPU Server

Cloud GPU in USA 2026: Latency, Data Residency & Best Options

Most US tech teams do not realize they picked the wrong cloud GPU setup until something breaks. Maybe it is a slow AI response that customers keep complaining about. Maybe…

Jason Verge July 17, 2026

AL/ML GPU Server

How Much Does Cloud GPU Really Cost? The Hidden Costs Most People Miss in 2026

You look at the pricing page. One GPU. $2.50 per hour. Your calculations fly: about $1,800/month. That seems fine. Then your first invoice arrives at $4,600. This occurs in more…

Jason Verge June 29, 2026

AL/ML GPU Server

RTX 5090 vs RX 9070 XT 2026: Which GPU Wins for AI, Gaming & Productivity?

The competition in the 2026 GPU market is not less competitive. The two cards are making the talk of the day at the moment; the RTX 5090 vs RX 9070…

Jason Verge April 24, 2026

AL/ML GPU Server

LLM Training in 2026: What Nobody Tells You About Infrastructure Costs

Everyone talks about model architecture and dataset quality. Almost nobody talks about the infrastructure decisions that make or break your training budget. This guide breaks down the real cost drivers…

Jason Verge April 21, 2026

GPU Server Servers

NVIDIA B200 vs AMD MI325X: Which Is the Real King of AI Inference in 2026?

The Great Inference Pivot of 2026 The AI world has shifted. Training huge models was the topic of conversation a couple of years ago. Running them is the real money…

Jason Verge April 17, 2026

AL/ML GPU Server

NVIDIA Blackwell Consumer vs Enterprise: Can RTX 50 Series Beat H100/H200 for Local Inference in 2026?

The 2026 AI Hardware Landscape The AI world is shifting fast. The 2026 move towards not only using cloud-only AI models on their own machines is happening in more teams.…

Jason Verge April 13, 2026

GPU Server

Why Bare Metal GPU Servers Are the Backbone of the AI Revolution

As the AI industry crosses $200B in annual GPU compute investment, the hardware decisions powering that investment have never mattered more. This is the definitive guide to bare metal GPU…

Jason Verge March 25, 2026