Use a data driven approach to decide what needs to be manual vs automated and improve our QA process and practices. Build and own self-service testing platforms and tools to empower teams to test their code effectively and efficiently. Augment engineering teams and help them uplift their quality practices using the frameworks you build. Advocate for and implement CI/CD practices that integrate quality checks into every stage of the software delivery pipeline.