To improve the robustness of Go RPC servers, the framework integrates graceful shutdown, exception recovery, unified logging, and plugin-based architecture. This ensures the server can shut down smoothly, automatically recover from internal panics and record detailed traces, making the framework more stable and reliable, reaching production-level standards.