Cranking Out Faster Tokens for Fewer Dollars: AMD MI300X vs. NVIDIA H200
Qwen3-32B on Paiton + AMD MI300x vs.NVIDIA H200 1. Introduction “While we’re actively training models for local customers, automating and…
Building the Engine for the AI Race: The 4-Month Path to NVIDIA GB300 NVL72 Power
In artificial intelligence infrastructure, speed is the foundation of competitive differentiation. From model training velocity to inference latency, every millisecond matters. But before any workload executes, there is a critical prerequisite that often determines success or failure: time to market. Traditional builds typically require 18–24 months. In the current AI cycle, that is simply too slow. We have refined a…
Why “CUDA” Translation Won’t Unlock AMD’s Real Potential
Every few years, a new solution pops up promising the same dream: On paper, that sounds perfect. Take your existing CUDA applications, swap out the toolchain, and suddenly you’re “portable.” And to be fair: if you’re running research code or trying to get an internal tool to compile on a non-NVIDIA box, that can absolutely be useful. But if you…
Paiton: The Simplest Way to Supercharge AI Inference
Let’s be honest, we’re not the marketing type.We’ve never taken a cent of outside investment, never burned cash on ad campaigns, and never hired a sales army.We just build things that work. In today’s world, it seems the companies shouting the loudest often get the spotlight, while the ones doing the actual engineering quietly build the future.We’re the latter. Still,…
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Introducing Our Benchmarking Tool: Powered by dstack
1. Introduction Benchmarking is an essential part of optimizing AI models and software applications. Whether you're testing AI model inference…
Optimizing QwQ-32B (by Qwen): AMD MI300X vs. NVIDIA H200
1. Introduction In the world of large language models (LLMs), most benchmarks center on Llama or DeepSeek derivatives. We decided…
Further Optimizing AMD-Powered Inference with Paiton
Executive Summary If you’ve followed our journey so far, you’ll know that Paiton is laser-focused on AMD-centric inference optimization. Our latest work takes DeepSeek R1…