Worked on the mistralai/cookbook repository, focusing on refining the text_to_SQL.ipynb notebook to enhance clarity and maintainability. Addressed a specific bug by correcting prompt formatting, notably removing unnecessary spaces before question marks, and updated test expectations to align with these changes. This targeted fix improved the reliability of the test suite and ensured that notebook outputs accurately reflected user prompts. Emphasized quality over new feature development, dedicating efforts to aligning test data and notebook demonstrations. Utilized Python, Jupyter Notebook, and SQL to deliver improvements that support clearer user interactions and more consistent results within natural language processing workflows.