Attila Tanacs refined the surgical classification method for carotid siphon shape in the NA-MIC/ProjectWeek repository, focusing on enhancing the methodology and documenting detailed results and next steps. Leveraging data analysis and machine learning skills, Attila updated the project’s README in Markdown to clearly communicate objectives, outcomes, and future plans, supporting both stakeholder alignment and onboarding. The work emphasized version control discipline, ensuring traceability and knowledge transfer for future contributors. Although no bugs were fixed during this period, the feature laid a solid foundation for subsequent validation and clinical collaboration, demonstrating depth in both technical execution and project documentation.