AI Engineer with experience building production LLM applications — agentic workflows, tool calling, and retrieval-augmented generation systems on Azure OpenAI and AWS Bedrock. I focus on taking AI solutions from prototype to production, covering evaluation, monitoring, and governance so systems stay reliable after launch. My teaching draws directly from hands-on work shipping real LangChain-based applications to real users, not just theory.