For automation, I prefer Playwright with TypeScript. For AI Agents, I use LangChain with Python/React. However, I am adaptable to any modern stack.

Yes, I specialize in migrating legacy Selenium Python suites to modern Playwright/Cypress frameworks, ensuring zero downtime and higher stability.

I use LLMs to generate test cases from user stories, self-heal broken selectors, and analyze test failure patterns to predict defects.