During December 2024, Shubhamsaboo focused on enhancing the reliability and maintainability of the LightRAG repository, addressing production issues without introducing new features. Working primarily in Python, Shubhamsaboo improved API integration and error handling by refining event loop status checks and replacing internal attributes with public methods to ensure robust encapsulation. The work included correcting typographical errors in entity management functions, which reduced potential runtime errors and improved code readability. Additionally, Shubhamsaboo standardized timeout handling for LLM API calls by introducing specific exceptions and refactored retry decorators, resulting in cleaner, more maintainable code and smoother large language model interactions in production.