# Blog

## Clarifai welcomes Nebius

BlogNebius welcomes Clarifai's core team and licenses inference IP to strengthen Nebius Token Factory.

## The Next Chapter: Clarifai Compute Orchestration and Reasoning Engine Joins Nebius  
  
Today, we are thrilled to announce a monumental milestone in Clarifai’s journey: we have entered into an agreement for Nebius (NASDAQ: NBIS), the AI cloud company, to license our core engineering a...  
**May 19, 2026**  
Matthew Zeiler, Ph.D. Founder and CEO, Clarifai

## Multi‑GPU vs Single‑GPU Scaling Economics: The 2026 Guide for AI Teams  
  
The modern AI boom is powered by one thing: compute. Whether you’re fine‑tuning a vision model for edge deployment or running a large language model (LLM) in the cloud, your ability to deliver valu...  
**February 18, 2026**  
Clarifai

## DPO vs PPO for LLMs: Key Differences & Use Cases  
  
Large Language Models (LLMs) like ChatGPT, Gemini and Qwen are powerful generative engines, yet they need careful **alignment** to reliably follow human intent. Two prominent post‑training techniqu...  
**February 16, 2026**  
Clarifai

## Cheapest Cloud GPUs  
  
The recent surge in demand for generative AI and large language models has pushed GPU prices sky‑high. Many small teams and startups were priced out of mainstream cloud providers, triggering an exp...  
**February 6, 2026**  
Clarifai

## What is managed cloud  
  
In today’s digital economy, organizations of every size depend on cloud platforms to deliver scalable applications, crunch data and support remote teams. Yet running your own cloud infrastructure i...  
**February 6, 2026**  
Clarifai

## Vercel vs Netlify  
  
**What makes Vercel and Netlify central to web development in 2026?**  
**February 6, 2026**  
Clarifai

## GPU costs as AI products scale  
  
**Why do GPU costs surge when scaling AI products?** As AI models grow in size and complexity, their compute and memory needs expand super‑linearly. A constrained supply of GPUs—dominated by a few ...  
**January 29, 2026**  
Clarifai

## GPU shortages 2026  
  
**Question – What is driving the 2026 GPU shortage and how is it reshaping AI development?**
**Answer: The current compute crunch is a product of explosive demand from AI workloads**,...  
**January 29, 2026**  
Clarifai