During March 2025, Michael Leitner focused on improving the stability and cross-version compatibility of the RAMaLama repository. He addressed a resource leak issue specific to Python 3.9 by implementing robust lifecycle management for both the RAG and vector databases. Using Python, he introduced a finally block to ensure explicit cleanup of temporary directories, preventing premature deletion and resource leaks. This work required careful attention to resource management and compatibility nuances between Python versions. Although the period did not involve new feature development, Michael’s targeted bug fix demonstrated depth in Python development and a strong focus on maintainability and reliability.