Boram Lee focused on enhancing the data parsing workflow in the timholy/boltz repository, addressing a critical issue in chemical informatics. She identified and fixed a bug in the chirality handling logic, ensuring the chirality tag was correctly converted to a string before type lookup. This targeted Python fix improved the accuracy of chemical structure parsing and reduced the risk of misclassification in downstream analytics. By strengthening data integrity within the Boltz parsing pipeline, Boram’s work contributed to more reliable chemical data processing. Her efforts demonstrated depth in data parsing and chemical informatics, with careful attention to traceability and auditability.