Dialogue policy is a critical research area in human-computer interaction. vital for guiding dialogue generation and improving controllability and interpretability. Multi-agent dialogue policy learning demonstrates superior learning speed and exploration capabilities. positioning it as a promising approach for developing more effective and adaptive dialogue agents. https://www.lightemupsequences.com/