Isa Wasswa-Musisi enhanced the ampd_finger_tapping_example.ipynb notebook in the ibs-lab/cedalion repository by delivering comprehensive documentation and detailed explanations of the AMPD algorithm. Focusing on Python and Jupyter Notebook, Isa applied data analysis and technical writing skills to clarify algorithmic concepts and improve onboarding for new users. The work prioritized documentation quality, readability, and maintainability without altering existing code paths or algorithms, ensuring system stability. By deepening the explanatory content, Isa addressed user guidance and reproducibility challenges, resulting in a more accessible and maintainable resource for both users and contributors. No bugs were fixed during this period.