条目A3:From Standalone LLMs to Integrated Intelligence — Compound AI Systems 综述
本综述界定了 CAIS 的概念,提出基于组件角色与编排策略的多维分类体系,并分析四种基础范式:Retrieval-Augmented Generation (RAG)、LLM Agents、Multimodal LLMs (MLLMs) 与 Orchestration。This survey defines the concept of CAIS, proposes a multi-dimensional taxonomy based on component roles and orchestration strategies, and analyzes four foundational paradigms: Retrieval-Augmented Generation (RAG), LLM Agents, Multimodal LLMs (MLLMs), and Orchestration.