Conduct applied machine learning research focused on language and multimodal models. Develop and evaluate novel methods for language understanding, generation, reasoning, adaptation, and continual learning. Build and optimize LLM and VLM systems using Python and deep learning frameworks, including distributed training. Communicate quantitative research findings to technical audiences and contribute through publications, patents, open-source work, or deployed systems.