Posts by Rasmus Larsson
Getting Started with AMD AI Workbench: Deploying and Managing AI Workloads
- 19 December 2025
In this blog, you will learn how to use AMD AI Workbench, an easy to use graphical user interface (GUI) with command-line interface (CLI) support for running and managing AI workloads. It’s part of the AMD Enterprise AI Suite, a full-stack solution for developing, deploying and running AI workloads on a Kubernetes platform designed to support AMD compute. AMD AI Workbench is designed to offer AI developers accelerated end-to-end AI development, from experimentation to production deployment.
Retrieval Augmented Generation (RAG) with vLLM, LangChain and Chroma
- 04 November 2025
In this blog from the AMD Silo AI Programs, we build a simple Retrieval‑Augmented Generation (RAG) pipeline. While pretrained models are powerful, they lack access to proprietary or enterprise-specific knowledge. RAG closes that gap by retrieving relevant enterprise knowledge and injecting it into the prompt so the model can produce context‑aware answers. For enterprises, RAG systems offer an efficient way to query their knowledge bases and deliver relevant information to their users.