• Design and implement automated testing frameworks for backend services and APIs. • Develop strategies and implement solutions for testing AI-driven workflows, including validating RAG outputs and agent behavior. • Develop integration, contract, and end-to-end tests for event-driven systems. • Partner with engineers to improve system testability and observability. • Define and enforce quality gates in CI/CD pipelines. • Identify systemic quality risks before they impact production.