At IBM, I own four production LLM systems for Cloud Compliance, Risk, and Cybersecurity, serving 500+ enterprise users. I architected a regulatory RAG system that cites source clauses and saves 10–15 minutes per question, while a groundedness check reduced unsupported answers reaching users by about 60%.
I also built an LLM recommender that cut control-mapping time by about 85%, and a multi-agent cybersecurity brief that saves about eight hours a week for each of roughly 182 leadership recipients. I bring these systems into production with evaluation frameworks, CI/CD, Docker, and Kubernetes, and have also built credit-risk models and governed reporting pipelines at HSBC and Tata Consultancy Services.
