Worked on the ejh243/BrainFANS repository to enhance the MethQC workflow for DNA methylation data preprocessing and quality control. Developed a feature in R that implemented quiet library loading across multiple scripts, effectively suppressing conflict warnings and reducing the size of error logs. This approach minimized noise in log files, improving observability and facilitating faster debugging without impacting performance or compatibility with existing pipelines. Demonstrated skills in bioinformatics, data preprocessing, and log management by coordinating changes across scripts and maintaining workflow stability. The update also contributed to lower storage and transfer costs for log data, supporting efficient downstream processing.