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    1. Instead of using domain knowledge to prescribe team organization, roles, or workflows, Fugu learns to dynamically assemble agents from a pool and coordinate them through non-obvious but highly efficient collaboration patterns.

      大多数人认为AI系统需要人类专家预先设计明确的角色分工和工作流程,但作者认为Fugu系统能自主学习出非直观但高效的协作模式,这挑战了传统AI系统设计的常识。这种自主学习的协作方式可能比人类设计的系统更适应复杂任务。

    1. The most effective pattern of human-AI cooperation may differ substantially across disciplines, and these patterns will likely be discovered through practice rather than designed in advance.

      大多数人认为AI与人类合作的最佳模式可以通过预先设计和优化来确定,而作者认为这种模式将通过实践自然涌现。这一观点与主流AI研究方法相悖,因为它暗示AI合作模式的发现过程是自下而上的,而非自上而下的工程化设计。