AI-First Engineering Systems.
Developer Experience.
Judgment-Driven Automation.
I apply design judgment to AI-enabled engineering workflows; shaping how teams use AI to build, test, and ship reliable systems, not just features.
Selected Work: AI-Native Systems & Developer Experience
I design and operate AI-first engineering workflows; defining how AI is used to scope, build, test, document, and ship real systems with discipline and guardrails.
