Design, develop, and deploy production ML and generative AI solutions including RAG pipelines and LLM fine-tuning. Build scalable Python-based ML pipelines, implement model evaluation and monitoring, run experiments/A-B tests, collaborate with engineering and product, and contribute to AI system architecture.