Developed a unified Docker command interface for the MemMachine/MemMachine repository, enabling seamless compatibility between docker-compose and docker compose commands. Focused on simplifying service management scripts, the work reduced conditional branching and improved maintainability by consolidating command usage across different Docker setups. Leveraging DevOps practices, Shell scripting, and Docker expertise, the solution provided a consistent and forward-compatible foundation for both users and CI pipelines. This approach not only streamlined onboarding but also enhanced script readability and reliability, laying the groundwork for future Docker-related enhancements in MemMachine. No bug fixes were addressed during this period, with efforts centered on foundational improvements.