He specializes in building AI agents and agentic systems that go beyond simple automation, systems that perceive, reason, and act. Across his career he has worked on multi-agent architectures with specialized AI agents working in coordination, RAG pipelines, fine-tuned LLMs, and ML forecasting models. He works across the full stack, from intelligent backends to the interfaces that make AI accessible.