elvis@omarsar0 · XAI 摘要
研究探讨添加更多智能体是否提升多智能体系统性能。结论指出，最优智能体数量取决于基础模型的能力和任务类型，而非单纯增加数量。集体智能更可能源于精心的交互设计，而非智能体数量的增多。相关论文："Scaling Behavior of Single LLM-Driven Multi-Agent Systems"。
// Scaling Behavior of Single LLM-Driven Multi-Agent Systems //
Does adding more agents actually make a multi-agent system better？
It's possible that collective intelligence emerges from interaction design rather than from agent plurality.
This is something important to understand if you are building multi-agent systems.
This new study reports that the optimal number of agents depends on the base model's capability and the task type， not on adding more of them.
Paper： https://arxiv.org/abs/2606.00655
Learn to build effective AI agents in our academy： https://academy.dair.ai/