Worked on the topoteretes/cognee repository to enhance maintainability and streamline developer onboarding by delivering comprehensive documentation improvements. Focused on adding detailed docstrings to core Python functions such as memify, delete, config, and datasets, the work clarified code intent and usage for future contributors. Leveraged Python and YAML to ensure that both code and configuration files were thoroughly documented, aligning with established team standards. This approach improved code readability and accelerated pull request reviews, addressing the need for clearer onboarding materials. The primary contribution centered on documentation, with no major bug fixes, reflecting a depth of focus on long-term code clarity.