Featured Posts

October 05, 2026

ROCm 10.1: Breaking the Data-Movement Bottleneck

ROCm 10.1 targets the data-movement bottleneck with AMD Infinity Storage, NUMA-aware memory, and a modernized stack.

./ecosystems-and-partners/rocm-10.1-blog/README.html

September 17, 2026

Technical Dive into AMD MLPerf Inference v6.1 Submission

Learn about the ROCm optimizations powering dlrm-v3, llama2-70b, and gpt-oss-120b performance.

./artificial-intelligence/mlperf-inf-v6.1/README.html

August 28, 2026

A Deep Dive into LDS Optimizations on AMD Instinct MI450 GPUs

Learn how to optimize LDS traffic in Gluon kernels on AMD Instinct MI450 GPUs using transposed loads and partition-conflict-free layouts.

./software-tools-optimization/mi450-lds-optimization/README.html

August 27, 2026

ROCm 10.0: A Decade of Open Compute, Built for the Age of Agentic AI

Explore what's new in ROCm 10.0, headlined by ROCm.AI, the ROCm CLI, AMD Skills, and Hyperloom, alongside the ROCm Core SDK and platform-wide improvements

./ecosystems-and-partners/rocm-x-blog/README.html

Recent Posts

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November 03, 2026

FlyDSL Mono Kernels for High-Interactivity LLM Serving in ATOM

FlyDSL mono kernels cut decode latency in ATOM, with MiniMax-M3 and DeepSeek-V4.1 results.

./software-tools-optimization/flydsl-mono-atom/README.html

November 02, 2026

Device Memory Load Issue Stalls and Scheduling Opportunities in Lock-Stepped Kernels on AMD Instinct™ MI300X

Diagnosing and reducing device-memory load issue stalls in lock-stepped kernels on AMD Instinct MI300X by interleaving compute.

./software-tools-optimization/scheduling_VMEM_loads_gfx942/README.html

November 02, 2026

Faster Stable Diffusion on AMD Ryzen™ AI with TeaCache

In this blog, you will learn how to speed up Stable Diffusion 3 and 3.5 on AMD Ryzen AI NPUs with TeaCache, without retraining.

./software-tools-optimization/sd-teacache-npu/README.html

November 02, 2026

How to Scale Diffusion Inference Across AMD RDNA 4 GPUs

Run xDiT image and video diffusion workloads on multiple RDNA 4 GPUs with practical guidance for latency, memory, and scaling.

./artificial-intelligence/diffusion-xdit-rdna4/README.html

Applications & Models

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October 30, 2026

Bringing the MONAI Model Zoo to AMD Instinct™ GPUs: Validated Inference on ROCm

Learn how to run validated inference for five MONAI Model Zoo bundles on AMD Instinct™ GPUs using a ROCm overlay.

./artificial-intelligence/monai-zoo-2608/README.html

October 27, 2026

ROCm 10.0.0 Support for Ray 2.58.0: Enabling Scalable AI Workflows

ROCm 10.0.0 with Ray 2.58.0 continues PyTorch 2.12 and vLLM support.

./artificial-intelligence/rocm10-ray/README.html

October 27, 2026

Training EAGLE3 Speculative Decoding Draft Models on AMD Instinct MI350X with AMD Quark

Learn how the AMD Quark team trains EAGLE3.1 draft models from scratch on AMD Instinct MI350X GPUs using ROCm, vLLM, TorchSpec, and SPEED-Bench.

./artificial-intelligence/eagle3-training/README.html

October 26, 2026

Accelerating MONAI Digital-Pathology Pipelines on AMD Instinct™ GPUs with hipCIM

In this blog you will measure a MONAI digital-pathology pipeline on AMD Instinct™ GPUs using hipCIM as the WSIReader backend.

./artificial-intelligence/monai-hipcim-2608/README.html

Software Tools & Optimizations

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October 27, 2026

Two Waves, One Stage Apart: Warp-Pipelining Triton GEMMs on AMD Instinct

Use warp-pipelining to overlap matrix work and data preparation in compute-bound Triton GEMMs on AMD Instinct GPUs.

./software-tools-optimization/triton-warp-pipeline/README.html

October 26, 2026

Group-GEMM in XLA: Making Mixture-of-Experts Fast and Memory-Efficient

Learn how to make JAX/MaxText MoE training more efficient with two new OpenXLA Group-GEMM backends for ragged-dot: ROCm hipBLASLt and generic Triton.

./software-tools-optimization/openxla-group-gemm/README.html

October 23, 2026

FP8 GEMM Optimization on AMD RDNA™ 4 Architecture

Learn how to port an FP16 GEMM kernel to FP8 on AMD RDNA 4 and use the smaller element size to unlock larger tiles and deeper K slices.

./software-tools-optimization/rdna-fp8-gemm/README.html

October 23, 2026

Scaling 3D Gaussian Splatting with Distributed Compute: Why One GPU Is Never Enough

Learn how to scale 3D Gaussian splatting across GPUs with distributed training, RCCL, and real-world optimization tips for AMD Instinct GPUs

./software-tools-optimization/scaling-gsplat/README.html

Ecosystems & Partners

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October 28, 2026

DeepSeek-V4 Flash RL on AMD Instinct MI308X GPUs with an AITER-Backed RL Stack

Run end-to-end DeepSeek-V4 Flash reinforcement learning with an AITER-backed AMD RL stack on AMD Instinct MI308X GPUs.

./ecosystems-and-partners/deepseek-v4-mi308-aiter-backed-rl/README.html

October 26, 2026

Ultralytics YOLO on AMD GPUs: Train, Run, and Deploy with ROCm™

Learn how to train, run, and deploy Ultralytics YOLO26 models on AMD GPUs with PyTorch on ROCm and MIGraphX, starting with Ultralytics 8.4.171.

./ecosystems-and-partners/ultralytics-amd/README.html

August 25, 2026

Enabling Physical AI Agents with Lemonade

Learn to deploy local agents for interactive robot arm manipulation using the Lemonade framework.

./ecosystems-and-partners/rai-lemonade-agents/README.html

August 06, 2026

AUP Learning Cloud: Streamlining AI Education on AMD

An all-in-one ROCm JupyterHub platform that deploys GPU-ready AI teaching environments on AMD hardware with one installer and open-source teaching labs.

./ecosystems-and-partners/rocm-aup-learning/README.html

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