Vensen·Oct 1Deterministic Collective Communication on ROCmIn multi-GPU training, AllReduce is often treated as infrastructure: call it, wait for it to complete, and move on. We rarely ask in what…
Zeenatriaz·Sep 28Why GPU Development Docker Images Balloon to 8+ GB for Simple HIP CompilationFixing dependency coupling, package mapping bottlenecks, and container cold-starts in AMD ROCm CI/CD engineering pipelines.
Zeenatriaz·Sep 28Ultimate Guide to MLOps: Optimizing LLM Inference with vLLM and AMD ROCmA production-ready blueprint for high-throughput machine learning systems engineering, advanced hardware acceleration, and zero-trust…
Shivank Chaudhary·Aug 26Deploying a CXI Fabric DRA Driver on Kubernetes: CDI, NRI, ResourceClaims, and Shared VNIs[learning…An end-to-end guide to exposing high-performance HPC NICs to pods with Dynamic Resource Allocation — the concepts, the commands, the actual…
Extremys·Aug 9Why I Kept Qwen3.5 9B at Q4 on a Radeon 780MThe smaller Q2 file generated faster tokens. It also completed none of my 15 local agent tasks.
