At Oracle Cloud Infrastructure, I developed Java 17 and Spring Boot services for automated test-suite generation and related workflows, from data-context discovery through reporting and deployment.
I built AI-assisted engineering workflows with Python, LangChain, and Spring Boot to help discover data context, interpret logs, and restructure integration-test flows. I also implemented LLM response validation using Relevancy-Evaluator and Fact-Checking-Evaluator frameworks.
Before that, I developed backend services for enterprise healthcare applications at Cerner Healthcare and GE Healthcare. My work has included resolving concurrency and data-integrity issues, addressing security findings, and mentoring junior developers.

