During November 2025, Just Right focused on backend stability for the agiresearch/AIOS repository, addressing a critical issue in the StorageManager component. By implementing defensive programming techniques in Python, Just ensured that empty or null responses from storage operations now return clear, meaningful messages rather than generic errors. This approach improved error handling and null-safety, reducing confusion for downstream systems and enhancing the overall developer experience. The work demonstrated attention to code quality and clarity, with well-documented commit messages and standardized error outputs. Just’s contribution increased the reliability of storage operations and streamlined debugging for Python-based backend development workflows.