Over a two-month period, contributed targeted improvements to both the google/adk-docs and mem0ai/mem0 repositories, focusing on code refactoring, documentation, and logging in Python. In google/adk-docs, refactored the Memory Session example to use keyword arguments, enhancing readability and maintainability while ensuring backward compatibility with positional arguments. For mem0ai/mem0, unified the logging system by migrating to a centralized logger instance, standardizing log output and improving observability across modules. Additionally, updated onboarding documentation to clarify dependency management and virtual environment setup, streamlining the developer experience. Work emphasized maintainable code, clear documentation, and reliable development workflows using Python and Markdown.