Worked on maintaining and improving the VectifyAI/PageIndex repository, focusing on enhancing the reliability of data analysis workflows in Jupyter Notebook using Python. Addressed a specific issue in the Agentic Retrieval Notebook by correcting a header typo in the Extract JSON results step, which improved both readability and the accuracy of downstream JSON extraction processes. This targeted bug fix reduced the risk of misinterpretation in data pipelines and reinforced best practices in code hygiene through a patch-based pull request workflow. No new features were introduced during this period, reflecting a deliberate emphasis on quality assurance and collaborative maintenance over feature expansion.