At SiriusXM, I built and scaled a global QA organization across embedded and Android/AAOS platforms, and defined enterprise QA strategy and ASPICE-aligned processes. I designed AI-powered testing systems, including multi-agent workflows and a RAG-based framework for context-aware test generation.
I integrated AI-driven testing into CI/CD pipelines and introduced automation initiatives that reduced test cycle time by 80% and defect analysis time by 70%. Previously at Harman International, I established QA processes and test automation frameworks for infotainment systems, satellite radio firmware, mobile applications, and connected vehicle solutions.

