During May 2025, Ledoo worked on the simplyblock-io/sbcli repository, focusing on enhancing the system’s memory calculation logic. By refactoring the code to remove an unused parameter and simplifying the calculation formula, Ledoo improved both the accuracy and maintainability of the memory management module. The update also included changes to environment variable versioning, streamlining deployment and ongoing maintenance. Leveraging Python and system administration skills, Ledoo implemented cleaner code paths that reduce future technical debt. While the work addressed a single feature, it demonstrated thoughtful attention to code quality and maintainability, reflecting a methodical approach to Python development and memory management.