A multi-agent intelligence cooperative evolution method based on the solution of particle swarm optimization (PSO) was proposed. The particle representation of multi-agent intelligence cooperative evolution was designed. A simulation experiment of moving the box based on this method was achieved. The simulation results show that the method of PSO is an efficient and feasible to realize multiagent intelligence cooperative evolution, which can adapt to dynamic changes of new tasks.