Contributed foundational enhancements to the UPPMAX/programming_formalisms repository by redesigning Exercise 1 with a modular architecture focused on prediction functions, leveraging Python and emphasizing SciPy and NumPy integration. Applied requirements engineering and technical writing skills to deliver comprehensive updates to design documentation and the Software Requirements Specification, referencing IEEE 830 standards and clarifying risk and scope. Addressed maintainability and traceability by consolidating edits across Markdown files, ensuring future audit readiness. Completed a minor documentation formatting fix to maintain consistency. These efforts established a scalable, well-documented base for future development, reducing risk and supporting clear governance in the project.