During November 2024, Louting enhanced the LLava component in the ggml-org/llama.cpp repository by implementing robust error handling and configurable logging using C++. Louting replaced abrupt exit() calls with return false in critical functions, enabling graceful error propagation and preventing unexpected terminations. To further improve maintainability, a compile-time flag was introduced to toggle LLava logging, allowing developers to reduce log noise in production while retaining detailed diagnostics for debugging. These changes focused on error handling and logging, resulting in more stable deployments and a better user experience. The work demonstrated thoughtful engineering depth in C++ development and system reliability.