19+ Years designing platforms where test design, health analytics, and execution intelligence are automated, explainable, and scalable.
I design and build AI-native Quality Engineering platforms—systems where test design, execution intelligence, and decision-making are automated and explainable.
With 19+ years of leadership, my focus has shifted from simple "testing workflows" to quality intelligence systems embedded directly into engineering pipelines. I leverage AI (LLMs, RAG) to reduce risk early, not just report it late.
A collection of custom-built tools and resources for learning, growth, and efficiency