AI Blogs

AI Blogs#

Reimagining GPU Allocation in Kubernetes: Introducing the AMD GPU DRA Driver

Explore how the AMD GPU DRA Driver brings declarative, attribute-aware GPU scheduling to Kubernetes — learn how to request and manage GPUs natively

January 13, 2026 by Nitish Bhat, Yan Sun, Shrey Ajmera

Athena-PRM: Enhancing Multimodal Reasoning with Data-Efficient Process Reward Models

Learn how to utilize a data-efficient Process Reward Model to enhance the reasoning ability of the Large Language/Multimodal Models.

January 12, 2026 by Zhenhua Liu, Xuanwu Yin, Dong Li, Emad Barsoum

Accelerating IBM Granite 4.0 with FP8 using AMD Quark on MI300/MI355 GPUs

Learn how AMD Instinct MI355 Series GPUs deliver competitive Granite 4.0 inference with faster TTFT, lower latency, and strong throughput.

January 09, 2026 by Xiao Yu, Bowen Bao, Jiaxin Wang, Spandan Tiwari, Ashish Sirasao, Joe Shajrawi

Bridging the Last Mile: Deploying Hummingbird-XT for Efficient Video Generation on AMD Consumer-Grade Platforms

Learn how to use Hummingbird-XT and Hummingbird-XTX modelS to generate videos. Explore the video diffusion model acceleration solution, including dit distillation method and light VAE model.

January 08, 2026 by Takashi Isobe, He Cui, Mengmeng Ge, Dong Zhou, Dong Li, KuanTing Lin, Chandra Yang, Wickey Wang, Emad Barsoum

Ecosystems & Partners

Accelerating llama.cpp on AMD Instinct MI300X

Learn more about the superior performance of llama.cpp on Instinct platforms.

December 11, 2025 by Pei Zhang, Deepan Sekar, Eliot Li, Yao Liu, Phani Vaddadi, Vish Vadlamani

Democratizing AI Compute with AMD Using SkyPilot

Learn how SkyPilot integrates with AMD open AI stack to enable seamless multi-cloud deployment and simplifies NVIDIA-to-AMD GPU migration.

November 13, 2025 by Pratik Mishra, Paul Hartke, Romil Bhardwaj, Zongheng Yang, Zhanghao Wu

Continuing the Momentum: Refining ROCm For The Next Wave Of AI and HPC

ROCm 7.1 builds on 7.0’s AI and HPC advances with faster performance, stronger reliability, and streamlined tools for developers and system builders.

November 05, 2025 by Anshul Gupta, Liam Berry, Saad Rahim

ROCm 7.0: An AI-Ready Powerhouse for Performance, Efficiency, and Productivity

Discover how ROCm 7.0 integrates AI across every layer, combining hardware enablement, frameworks, model support, and a suite of optimized tools

September 16, 2025 by Liam Berry, Mohammed Faraaz Mustafa, Danny Guan, Saad Rahim, Aditya Bhattacharji, Marilyn Basanta

Applications & Models

High-Resolution Weather Forecasting with StormCast on AMD Instinct GPU Accelerators

A showcase for how to run high-resolution weather prediction models such as StormCast on AMD Instinct hardware.

January 07, 2026 by Pauli Pihajoki

Breaking the Accuracy-Speed Barrier: How MXFP4/6 Quantization Revolutionizes Image and Video Generation

Explore how MXFP4/6, supported by AMD Instinct™ MI350 series GPUs, achieves BF16-comparable image and video generation quality.

January 07, 2026 by Hongyi Yao, Zhe Li, Han Wang, Xuanwu Yin, Dong Li, Steve Reinhardt, Ephrem Wu, Emad Barsoum

ROCm Fork of MaxText: Structure and Strategy

Learn how the ROCm fork of MaxText mirrors upstream while enabling offline testing, minimal datasets, and platform-agnostic, decoupled workflows.

January 06, 2026 by Gulsum Gudukbay Akbulut

ROCm MaxText Testing — Decoupled (Offline) and Cloud-Integrated Modes

Learn how to run MaxText unit tests on AMD ROCm GPUs in offline and cloud modes for fast validation, clear reports, and reproducible workflows.