During November 2024, Michael Moore focused on backend development and code refactoring within the SEMOSS/Semoss Bedrock client repository. He targeted the removal of dead code by eliminating redundant and outdated methods for creating JSON request bodies, which streamlined the codebase and improved maintainability. Using Python, Michael standardized the payload creation process, reducing duplication and minimizing the risk of errors in API interactions. His work emphasized clean commit hygiene and careful code organization, resulting in a more consistent and manageable backend structure. While no major bugs were addressed, the depth of his refactoring contributed to long-term code quality and reliability.