Senior Software Engineer and Product Leader with 16+ years building cloud-native, full-stack systems (TypeScript/Node.js, React/Next.js, NestJS) on AWS and Azure. Recent experience directing production AI/LLM platform initiatives (RAG, agentic workflows, vector search, AI observability) and validating AI system outputs through hands-on QA and testing, in regulated, high-compliance environments.