You Only Align Once: Propagating Cooperative Behaviors in Multi-Agent Systems through Seed Agents
The research introduces Alignment Propagation, a method where a single trained AI agent can teach untrained teammates to cooperate using natural language. This is achieved by distilling a 'teacher' model's cooperative reasoning into a 'seed' agent. Placing this seed among untrained agents significantly boosts their cooperation rates across different games and environments.