Abstract:Large language models (LLMs) are growing increasingly capable, prompting recent interest in LLM teams. Yet, despite increased deployment of LLM teams at scale, we lack a principled framework for addressing key questions such as when a team is helpful, how many agents to use, how structure impacts performance -- and whether a team is better than a single agent. Rather than designing and testing these possibilities through trial-and-error, we propose using distributed systems as a principled foundation for creating and evaluating LLM teams. We find that many of the fundamental advantages and challenges studied in distributed computing also arise in LLM teams, highlighting the rich practical insights that can come from the cross-talk of these two fields of study.
U 卡指的是支持 USDT 等加密货币出入金的虚拟预付卡，这些卡片也都由 VISA 或 MASTERCARD 提供，正常情况下是可以绑定到各类支付工具中进行在线交易的。，详情可参考爱思助手
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