Edge AI infrastructure is transforming how we deploy machine learning workloads, bringing computation closer to data sources while maintaining privacy and reducing latency. This comprehensive guide demonstrates building an edge analytics platform using KVM virtualization, openSUSE Leap (15.6), K3s, and Ollama for local AI inference. Our architecture leverages a KVM...