TypeScript · Playwright · API · SQL · CI/CD
I build test automation and investigate failures across web interfaces, APIs, data, integrations, and AI-powered workflows.
My current focus is AI-agent testing: repeatable scenario execution, API-driven checks, LLM-based evaluation, and security-focused negative testing.
scope web · API · data · integrations · AI agents
method explore · automate · evaluate · verify
proof response · persisted state · side effects · user-visible result
I care about whether the whole system works - not whether one layer returned a green checkmark.
