A practice in restraint, engineered for scale.

Twenty years building systems that scale — from bare-metal datacenters to Kubernetes fleets running 7,000+ services. SRE, DevOps, platform engineering, and now AI infrastructure.

On the AI side: 8x #1 on the HuggingFace Open LLM Leaderboard. Author of UNA (Uniform Neural Alignment) and MGS (MultiGumbelSampling) — post-training techniques with published models. My Cybertron 7B ran on Cloudflare Workers AI for nearly two years as the only independent developer model in their catalog.

Open source contributor to Kubernetes ingress-nginx, Argo Rollouts, and Atlantis. 10,000+ tracked experiments in Weights & Biases. I build infrastructure that disappears into use and models that punch above their weight class.