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 multiagent intelligence cooperative evolution, which can adapt to dynamic changes of new tasks.