You will find my conferences, AI research, and professional journey on this website. I'm passionate about quality engineering, test automation, and sharing knowledge with the community.
QA A data-driven comparison of Playwright CLI and MCP architectures, covering token efficiency, command coverage, determinism, and when to use each approach.
QA Learn three approaches to give your Claude Code agent browser automation: custom CLI skills, community skills, and Playwright test agents.
QA Discover how Playwright CLI reduces token consumption by 4-10x compared to MCP by saving browser state to disk instead of the model's context window.