Aydan Pirani focused on backend reliability and documentation accuracy across cpinitiative/usaco-guide and ReflectionsProjections/rp-api. In cpinitiative/usaco-guide, Aydan corrected memory semantics documentation, clarifying how memset operates on integer arrays and improving deployment traceability by documenting no-op deployment triggers. This work, primarily in Markdown and TypeScript, reduced future onboarding friction and mitigated risk of misunderstanding for engineers. In ReflectionsProjections/rp-api, Aydan addressed environment configuration issues by exporting ENV and EnvironmentEnum, enhancing test reliability and CI stability. The work demonstrated depth in configuration management, backend development, and testing, prioritizing maintainability and clarity over new feature delivery during the two-month period.