Posts by Alexander Finn
AMD Inference Microservice (AIM): Production Ready Inference on AMD Instinct™ GPUs
- 17 November 2025
As generative AI models continue to expand in scale, context length, and operational complexity, enterprises face a harder challenge: how to deploy and operate inference reliably, efficiently, and at production scale. Running LLMs or multimodal models on real workloads requires more than high-performance GPUs. It requires reproducible deployments, predictable performance, seamless orchestration, and an operational framework that teams can trust.
AMD Enterprise AI Suite: Open Infrastructure for Production AI
- 17 November 2025
In this blog, you’ll learn how to operationalize enterprise AI on AMD Instinct™ GPUs using an open, Kubernetes-native software stack. AMD Enterprise AI Suite provides a unified platform that integrates GPU infrastructure, workload orchestration, model inference, and lifecycle governance without dependence on proprietary systems. We begin by outlining the end-to-end architecture and then walk through how each component fits into production workflows: AMD Inference Microservice (AIM) for optimized and scalable model serving, AMD Solution Blueprints for assembling these capabilities into validated, end-to-end AI workflows, AMD Resource Manager for infrastructure administration and multi-team governance, and AMD AI Workbench for reproducible development and fine-tuning environments. Together, these building blocks show how to build, scale, and manage AI workloads across the enterprise using an open, modular, production-ready stack.