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VJVedant Jadhavvedantjadhav.hashnode.dev12h ago · 7 min read

What 57 LLM Benchmark Runs on an AMD Instinct MI300X Taught Me About VRAM, Throughput, and Quantization

How much VRAM does a model actually need? How does model size affect generation speed? Does quantization always reduce memory? Does lower precision always make inference faster? I wanted to answer the

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EHEric Hartforderichartford.comJan 1 · 4 min read

Practical AI with AMD Instinct MI300X

When the MI300X was launched in December 2023, there was a lot of optimism. We were desperate for an alternative to nVidia’s expensive and scarce H100s, especially one that provided 192gb of VRAM per GPU compared to the H100’s 80gb. And the MI300X wa...

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PPushpank3level.hashnode.devNov 12, 2025 · 8 min read

Nvidia H200 vs AMD MI350X (A Practical Playground for AI Engineers)

Slug h200-vs-mi350x-roofline-playgroundTags [gpu, ai-training, roofline-model, h200, mi350x, memory-bandwidth]Read Time ~7 minTweet The H200 vs MI350X decision isn’t about FLOPs—it’s about memory bandwidth, topology, and how fast your docker pull fai...

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TATanvi Ausareneevcloud.hashnode.devOct 20, 2024 · 5 min read

An Introduction to AMD MI300X: A Game Changer in AI Cloud

As the demand for high-performance computing (HPC) and artificial intelligence (AI) workloads skyrockets, the race among hardware providers has become more intense. AMD's latest product, the MI300X GPU, is a shining contender. Designed to challenge N...

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What 57 LLM Benchmark Runs on an AMD Instinct MI300X Taught Me About VRAM, Throughput, and Quantization

Practical AI with AMD Instinct MI300X

Nvidia H200 vs AMD MI350X (A Practical Playground for AI Engineers)

An Introduction to AMD MI300X: A Game Changer in AI Cloud

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