Worked on the MemMachine/MemMachine repository to deliver advanced database configuration features, focusing on secure Neo4j connections and flexible PostgreSQL schema support. Developed robust configuration handling to enable multi-datastore deployments, allowing users to specify custom schemas for tables and construct secure, direct Neo4j URIs. Emphasized security and reliability by improving validation and error handling during configuration loading, which enhanced deployment readiness for enterprise environments. Utilized Python, SQLAlchemy, and SQL to implement these changes, ensuring clear configuration semantics and comprehensive documentation. The work addressed the need for flexible, secure database setups and improved governance for organizations adopting the MemMachine platform.