Develop, design, and maintain applied LLM projects including search result retrieval, recommender systems, and multi-bot agents. Refine and optimize prompting, retrieval-augmented generation, and other techniques to improve LLM outcomes. Research and stay updated with the latest AI and large language model developments. Take end-to-end ownership of large-scale machine learning systems, including data pipelines, feature engineering, model training, and production integration.