Worked on the ScrollPrize/villa repository to enhance ink detection model training by improving documentation and workflow clarity. Focused on creating a comprehensive project description and integrating links to a new data preprocessing repository, the work established a streamlined path for data scientists to access and utilize preprocessing resources. Using Markdown for documentation, the developer emphasized clear communication and efficient onboarding for collaborators. The technical approach centered on organizing and presenting information to facilitate faster model iteration cycles. This contribution laid the groundwork for more efficient training processes, leveraging documentation skills and repository management to support ongoing machine learning development efforts.