Worked on refining the surgical classification method for carotid siphon shape within the NA-MIC/ProjectWeek repository, focusing on enhancing the methodology and documenting detailed results and next steps. Applied data analysis and machine learning skills to clarify objectives and prepare the groundwork for future validation and clinical collaboration. Maintained thorough documentation using Markdown, updating the project README to improve knowledge transfer and stakeholder alignment. Emphasized version control discipline to ensure traceability of changes and facilitate onboarding. No major bugs were reported during this period, and ongoing issues were tracked in the backlog, supporting a structured and transparent development process.