Andrew is a researcher with over 50 peer-reviewed publications and books in LLMs, chemistry, explainable AI, statistical mechanics, and chemical engineering, and has received numerous awards, including junior investigator awards from the NSF and NIH. Andrew is an active member of the scientific community as a peer reviewer for over 30 journals, multiple national and private grant awarding institutions, and serves on the Chemical Sciences Roundtable at the National Academy of Science.