At Red Hat, I guide enterprise AI transformation across APAC, helping financial services, telecommunications, and public sector customers move from AI envisioning to production RAG, fine-tuning, and GPU inference workloads.
I've led AI services strategy for U.S. public sector accounts, designed phased adoption roadmaps for sensitive government data, and enabled technical teams and partners on OpenShift AI. I translate emerging platform capabilities into measurable business outcomes for executive stakeholders.
My work spans full-stack MLOps, OpenShift, Kubernetes, hybrid cloud, GitOps, Service Mesh, Serverless, and secure AI platform governance. I build repeatable deployment frameworks that accelerate the path from pilot to production.
Earlier, I led DevOps transformation, cloud automation, and secure CI/CD delivery for regulated U.S. federal environments. I'm a Red Hat Certified Architect with a master's degree in Cybersecurity.

