AI_dev: Open Source GenAI & ML Summit Europe 2025

This session explores how declarative pipelines revolutionize GPU and hardware virtualization within Kubernetes. We'll address the challenges of managing specialized hardware resources in cloud-native applications and demonstrate how to orchestrate virtualized devices with ease. Attendees will learn to define device configurations using YAML, deploy virtualized GPUs, FPGAs, and other accelerators into Kubernetes clusters, and automate complex hardware interactions. We'll cover practical examples of using declarative pipelines for AI/ML workloads, edge computing, and high-performance computing (HPC). This talk empowers developers and operators to unlock the full potential of hardware resources, building scalable, resilient, and adaptable device virtualization solutions, specifically focusing on GPU management and optimization.