A new framework called UP-NRPA enhances dialogue systems by dynamically adapting to user characteristics in real-time. This approach eliminates the need for offline reinforcement learning, allowing for immediate customization based on user feedback. The framework has shown a 100% success rate in dialogue tasks, significantly improving negotiation outcomes. This innovation could transform user interaction in AI-driven dialogue systems.