NVIDIA GPU Passthrough on Fedora with dual vendor GPUs
Getting VFIO GPU passthrough working on Fedora 44 with an Intel Arc for display and an NVIDIA RTX 3060 Ti for VM compute.
Read article →Latest Posts
GPU Cluster Networking on Kubernetes
An architectural deep-dive into how containers get direct GPU-to-network and GPU-to-storage access on Kubernetes with SR-IOV, Multus CNI, GPUDirect, and the full NVIDIA communication stack.
Why a 2B Model Beats an 8B Model: Evaluating LLMs Beyond Accuracy
Accuracy alone does not tell you if a model is useful in production. A composite scoring framework reveals that architectural design matters more than parameter count.
Three Experts, One Model: Making Small Language Models Reliable
How multi-perspective prompting and self-verification can make small language models produce reliable predictions without scaling to larger, more expensive models.
Projects
OpenShift Fake GPU Operator
A Kubernetes operator that simulates GPU resources on OpenShift clusters for testing and development purposes, enabling GPU workload testing without physical hardware.
Ansible Automation Workbench
Web-based UI for managing AWX and Ansible Automation Platform environments. Single Go binary with embedded React frontend.