Worked on the topoteretes/cognee repository to enhance documentation accuracy, focusing on aligning user instructions with the actual runtime script for the Cognee application. Leveraged Python and technical writing skills to update the example script, ensuring that onboarding materials reflected the current codebase and reducing confusion for new users. Emphasized maintainability by structuring documentation for easier future updates and used conventional commit practices with clear sign-off for traceability. No major bugs were addressed during this period, as the primary contribution centered on improving user guidance and lowering support overhead through clarified, well-maintained documentation that supports both users and future developers.