Automation, AI, and problems worth solving — less manual grind, more leverage.
- Build testing platforms (UAF · Critter · ATAS): web, API, mobile, device farms, CI/CD, reporting.
- Enterprise-grade automation — frameworks and control planes for UI/API/mobile with orchestration, runners, CI/CD, and reporting at scale.
- AI-assisted testing: tickets/designs → scaffolding & gaps; humans keep assertions and prod realism.
- Stack: Python, TypeScript, Java, Docker, K8s, PostgreSQL, Playwright, Selenium/Appium, Spring Boot.
- Graphs + MCP: ground agents in the repo, not guesses.
- Spec-first: extend tests from real API/UI specs — no toy shortcuts.
- Split roles: runners prove correctness; LLMs speed drafting and exploration.




