At Ghost in the Kernel Labs, I built Suite Builder, a compiler that turns website observations into executable Page Object Model test suites for Playwright, Selenium, and Cypress. It has generated suites for 30+ websites.
I designed Suite Builder around deterministic generation, verification, and source mapping, so generated code can be traced back to the pages and rules behind it. I also used AI coding agents as constrained development collaborators, with architectural contracts and reproducible tests.
At Eaglecreek Software Services / Atos, I architected a Selenium WebDriver, Java, and TestNG framework for the Andover Companies insured portal. It surfaced 200+ defects and reduced manual regression work by an estimated 60 hours per release cycle.
Across client engagements in insurance, education, finance, and healthcare, I tested web applications, APIs, and data workflows. At DataAnnotation, I designed evaluation tasks and rubrics for language models and assessed their responses for correctness, quality, and safety.

