My path
I began in software quality, where I learned to think in edge cases, user flows, risk, evidence, and release readiness. Over 10+ years I worked across manual and automated testing, mobile and web, APIs, regression planning, defect analysis, CI/CD, and cross-functional delivery.
My graduate work added statistics, machine learning, data engineering, and responsible AI. At Advisor360°, I apply evaluation discipline to authorized internal AI-assisted workflows while continuing to lead enterprise automation and reliability work. In World Publishing Houses, my independent project, I own the agent workflows, evaluation harnesses, provenance, regression controls, and observability end to end.