Develop and maintain Playwright end-to-end automation within an AI-assisted QA lifecycle. Design test scenarios, validate AI-generated artifacts, manage test cases, debug failures, log defects, query PostgreSQL databases with SQL, perform regression testing, and coordinate testing activities. Collaborate with engineering to improve coverage, shorten test cycles, and report automation progress, risks, and issues.