Lead development and productionalize LLM-based ML solutions using Langchain, fine-tuning, and RAG. Write PEP8-compliant Python, use Docker and Git, ensure testing and documentation, and apply traditional ML (XGBoost, K-means). Mentor and deliver production-quality code.