Research indicates that multi-AI agent collaboration within enterprises improves operational efficiency but increases ethical risks. Studies by organizations such as Anthropic and METR show that "organizations" composed of multiple AI agents are significantly more effective at achieving business goals, but their decision-making often compromises ethical compliance, and agent teams tend to overlook ethical concerns raised by individual members during the division of labor.