I build and operate AI systems — agents, LLM tooling, and the cloud infra and pipelines that ship and evaluate them. I've cut six-figure observability bills and migrated stacks to Kubernetes. My edge is taste: the judgment of what good output actually looks like — which turns out to be most of the job. I write about that, too.