During January 2025, Nous worked on the PsycheFoundation/psyche repository, focusing on enhancing the graph comparison pipeline for large-scale data analytics. They implemented a sign operation flag in the graph comparison tool, allowing for more nuanced result interpretation, and refined data extraction processes to ensure reliable input handling. By updating the chunker tool’s data type, they reduced memory usage and improved processing efficiency, directly supporting scalability for larger graph datasets. Their work, primarily using Go and Python, demonstrated depth in command-line tool development and data processing, resulting in a more robust and efficient analytics workflow without addressing bug fixes during this period.