它遵循单Agent范式,使用了许多有用的工具来增强AI模型,并且不支持Multi-Agent协作。 ChatGPT+ (code interpreter or plugin) :ChatGPT是一种会话AI Agent,现在可以与code interpreter或插件一起使用。code interpreter使ChatGPT能够执行代码,而插件通过管理工具增强了ChatGPT。 LangChain Agent:LangChain是开发基于LLM应...
Some works emphasize cooperation and competition related to planning and strategy (Bakhtin et al., 2022); others propose LLM-based economies (Zhuge et al., 2023). In our implementations, we observe several challenges to multi-agent cooperation, such as maintaining consistency and avoiding unproductiv...
Multi-agent cooperationChatGPTLarge language models (LLMs) are central to AI systems and Excel in natural language processing tasks. They blur the line between human and machine-generated text and are widely used by professional writers across domains including news article generation. The challenge ...
Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration) - ChatDev/MultiAgentEbook/papers.csv at main · OpenBMB/ChatDev
multi-platformdeep-learningtransformerspytorchartificial-intelligencetransformerspeech-recognitionmulti-modalmulti-agent-systemsmulti-modal-learninggpt4llama2longnet UpdatedJan 13, 2025 Python 灰狼优化算法(GWO)路径规划/轨迹规划/轨迹优化、多智能体/多无人机航迹规划 ...
Debater agents: 辩论者智能体(debater agents)是ChatEval框架中最重要的组件之一。每个 LLM 视为一个agent,并要求他们根据给定的提示 1 (给出的一些角色的prompt)生成响应。其他agents的响应将作为聊天记录提供,并将替换为提示模板。配置agent后,开始小组辩论,每个agent都会自主接收来自其他agents的响应,然后依次向他们...
serving as seed memories. MetaGPT [31] specify the agent’s profile, which includes their name, profile, goal, and constraints for each role, and then initialize the specific context and skills for each role in the context of computer game software engineer task. ChatDev [30] incorporates es...
效率低下当复杂度持续提升时,子任务的数量大幅增加,MAS 可以通过任务的拆解和分发,由不同的 Agent 来并行的执行子任务,效率可以显著提升。 对Long Context Window 要求比较高当前大部分的 Single-Agent 框架(比如 AutoGPT),需要记住所有的历史信息,意味着在面临长历史的复杂任务时,对 Context Window 要求比较高。而...
tiveuseofmodelscanexceedtheperformanceofGPT-4,therebyvalidatingtheefficacyofthe cooperativemechanism;2)Collaborationamong“3Doctors”enhancesdiagnosiscomparedto“2 Doctors”,highlightingthebenefitsofmoreagentsincooperation;3)Theremovalofthe“Dispute Resolution”mechanismfromthe“2Doctors”reducesitseffectiveness,emphasizi...
ChatGPT+ (code interpreter or plugin) :ChatGPT是一种会话AI Agent,现在可以与code interpreter或插件一起使用。code interpreter使ChatGPT能够执行代码,而插件通过管理工具增强了ChatGPT。 LangChain Agent:LangChain是开发基于LLM应用的通用框架。LangChain有各种类型的代理,ReAct Agent是其中一个著名的示例。LangChain...