I'm a Quality Architect with over a decade in the trenches of software quality — from designing test strategies for high-throughput platforms to mentoring the engineers who run them. Right now my day job is exactly where this industry is heading: building AI-assisted engineering and quality workflows inside a scaling product org. What I publish here is what survives contact with that reality.
The technical foundations run deep — test automation in TypeScript, JavaScript and C# with Playwright, Cypress, Selenium and WebdriverIO, plus DevOps, security, and performance testing. But the work I care most about now is the layer above the tools: what your test suite costs, who should own quality, and where AI genuinely earns a place in the workflow. That thinking lives in the AI-Era Quality Playbook.
What I Do
AI-Era Test Strategy
Pragmatic adoption of AI in quality workflows — measured from inside a real engineering org, not from the conference circuit.
Automation at Scale
Frameworks, suite health, and the economics of testing — keeping automation fast, trustworthy, and worth what it costs.
Workshops & Team Enablement
Hands-on sessions and mentorship that get teams AI-ready — and the habits that make quality stick afterwards.
Open Source
Stagewright and Playwright Smart Reporter — shipped tools where the playbook's ideas get pressure-tested in public.
If you're facing a specific testing challenge, need to refine your test strategy for better results, or want actionable career advice, let's connect!