选择正确的架构至关重要,因为多multi-agent systems 引入了与单agent设置避免的协调、一致性和连贯性方面的大量复杂性。对于简单、定义明确的任务,单个agent可能是更简单、更有效的选择。响应速度、决策频率、agents间通信需求、延迟和带宽等因素都影响了单agent和multi-agent架构之间的决策。 Starts simple and iterate ...
多智能体系统(MAS)、基于智能体的系统(agent-based systems),和智能体AI(Agentic AI)系统。我稍后会...
Multiagent AI systems employ multiple, role-specific AI agents to understand requests, plan workflows, coordinate role-specific agents, streamline actions, collaborate with humans and validate outputs. Multiagent AI systems typically involve standard-task agents (e.g., user interface and data management...
【AI 工程】Agent:原理与快速构建 | 人工智能 | Langchain | Python Hucci写代码 1.0万 6 Cline 3.0 升级:这才是我们需要的终极自主 AI 编程神器!(自动模式、规则等) 译见AI 5237 0 自学AI Agent?一般人我还是劝你算了吧!!!(附最新AI Agent零基础教程)LLM_大模型_微调_提示词 大模型老于 2.3万 190...
AI Agent实战篇Multi Agent:如何从零开始构建你自己的agent框架,通过多个 agent 分工协作来实现游戏软件开发, 视频播放量 15094、弹幕量 6、点赞数 270、投硬币枚数 115、收藏人数 1160、转发人数 129, 视频作者 透过数据看本质, 作者简介 做一个扭转时间的人,相关视频:
Agent:有明确角色和上下文的智能体,运行在LLM上。 Connections:智能体之间如何连接。 Orchestration:定义智能体如何协同工作。 Human:大多数情况下,我们需要人参与决策和评估结果。 Tools:智能体用来执行特定任务的工具。 LLM:所有这些都依赖于特定的大模型进行推理。
在Agent4Rec工作中,Agent被用来模拟用户,它们之间不进行通信。与Agent4Rec工作不同,[Zhang等人,2023e]将用户和项目都视为Agent,共同优化它们以反映和适应现实世界互动的差异。这项工作强调模拟用户-项目互动,并在Agent之间传播偏好,捕捉协作过滤的本质。 4.2.6 政策制定...
Multi-Agent Systems University “Politehnica” of Bucarest Spring 2011 Adina Magda Florea http://turing.cs.pub.ro/mas_11 curs.cs.pub.ro Course goals Multi-agent systems (MAS) may be viewed as a collection of distributed autonomous artifacts capable of accomplishing complex tasks through interaction...
Lesser, V.R. 1995. Multiagent systems: An emerging subdiscipline of AI.ACM Computing Surveys, 27(3):340–342. Google Scholar Lesser, V. 1998. Reflections on the nature of multi-agent coordination and its implications for an agent architecture.Autonomous Agents and Multi-Agent Systems, 1(1)...
Single-Agent System A single-agent system consists of one particular AI agent that is equipped with multiple tools at its disposal to achieve any given problem. These systems are designed to handle tasks autonomously, leveraging the combined capabilities of the tools along with the reasoning capabili...