At NTT Data, I architected a Playwright-Python automation framework and integrated it into GitHub Actions, reducing manual validation effort by 84%. I also validate applications on Azure Kubernetes Service and build automated API test coverage.
For Agentic AI initiatives, I define evaluation coverage for groundedness, faithfulness, hallucinations, and RAG context relevance, and test abstention behavior and token usage. Earlier, at IBM, I reduced API regression effort by 92% through automated validation; at Oracle Corporation, I built a Selenium-Python utility for a complex SSO configuration workflow.

