8+ years of software engineering experience, including 4 years in ML/AI systems. Strong experience with modern ML frameworks (PyTorch, TensorFlow) and MLOps tools. Deep understanding of LLM deployment and operational considerations. Experience with AI governance and data privacy/security. Proficiency in Python and understanding of vector databases and semantic search.