3+ years building production AI systems Mastery of Vertex AI stack (Pipelines, Model Garden, tuning tools) Strong background with frameworks like LangChain / LangGraph Proficiency in conversational and voice AI Experience with vertical agent development (domain-specific reasoning) Demonstrated success in latency optimization for real-time AI Shipped 2+ AI products with conversational/voice components Experience with ethical AI validation