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I ensured clarity and maintainability by providing robust documentation where it mattered most. While detailed docstrings and inline comments were added for each function, I also created a comprehensive, step-by-step UI user document for our Streamlit application, simplifying its use for both technical and non-technical users.

In the absence of Git for version tracking, I maintained detailed README files for each folder version. These READMEs provided clear records of all major code changes, including removals, cleanups, new requirements, and additional implementations. This ensured transparency, easy tracking of progress, and smooth collaboration across the team.

Additionally, I consistently adhered to the architecture designed by leadership and advisors, ensuring the code aligned with defined standards and project goals. Through these efforts, I contributed to delivering a solution that is not only functional but also well-documented and easy to understand for stakeholders and team members alike.

This document was iteratively updated to reflect every UI enhancement, ensuring users always had an up-to-date and comprehensive guide, bridging the gap between technical functionality and user understanding.
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