Aydan Pirani focused on backend reliability and documentation accuracy across cpinitiative/usaco-guide and ReflectionsProjections/rp-api. In cpinitiative/usaco-guide, Aydan corrected misleading memset documentation, clarifying byte-level memory semantics for integer arrays and improving deployment traceability by documenting no-op deployment triggers. For ReflectionsProjections/rp-api, Aydan enhanced testability by exporting environment configuration and EnvironmentEnum, addressing environment-dependent behavior and stabilizing CI pipelines. The work emphasized TypeScript and Markdown, with attention to configuration management, testing, and clear commit practices. While no user-facing features were shipped, Aydan’s contributions reduced future risk, improved onboarding clarity, and established a more robust foundation for future development.