Worked on the nikbearbrown/Humanitarians_AI repository to deliver a comprehensive update to the Ledgerly README and project documentation. Focused on clarifying Ledgerly’s function as an AI-powered educational tool for financial literacy, the work detailed its conversational financial analysis features and AI-driven explanations. Used Markdown and technical writing skills to structure usage guidelines, outline the flow of financial analysis, and provide clear notes for future enhancements. This documentation improved onboarding for developers and contributors, enhanced project visibility for stakeholders, and established a foundation for future development. The update addressed both technical clarity and strategic alignment with the project’s educational goals.