为解决这一问题,后续研究成功地将基础LLMs转变为多功能自主代理,赋予它们使用工具(Schick等人,2023)、长上下文记忆(Park等人,2023)及程序规划(Wei等人,2022b)等高级能力。在此基础上,多智能体协作作为有效范式出现,以整合不同智能体的专长(Park等人,2023;Li等人,2023a;Qian等人,2024b)。通过语言交互,智能体进行指...
目前大多数Agent系统本质上还是在LLM基础上叠加了任务分解和工具调用层。虽然这种模式确实提升了AI系统的问题解决能力,但从技术本质看,这种"拼接式创新"存在明显的局限性: 推理能力的瓶颈:当前Agent的推理链路高度依赖LLM的in-context learning能力,缺乏真正的符号推理和因果理解 上下文隔离问题:多轮对话中的状态管理和上...
Agents Core agent architectures and behaviors for autonomous operation. Agent Societies Components for building and managing multi-agent systems and collaboration. Data Generation Tools and methods for synthetic data creation and augmentation. Models Model architectures and customization options for agent intel...
The CAMEL framework serves as a generic infrastructure for a wide range of multi-agent applications, including task automation, data generation, and world simulations. Why Should You Use CAMEL? Comprehensive Customization and Collaboration: Integrates over 20 advanced model platforms (e.g., commercial...
exist, that’s probably where they’ll all collapse, right in the agent era,because if you think about it, right, they are essentially CRUD databases with a bunch of business logic. The business logic is all going to these agents, and these agents are going to be multi-repo CRUD, ...
The platform for scaling sync engines, based on the infra behind Figma and Google Docs. With first class support for Y-Sweet, a Yjs realtime sync engine.
business knowledge, and designed to be embedded in day-to-day business operations. Integrating AI models to existing business operations requires close collaboration with business units, well-defined change management planning and, most importantly, re-thinking the future operating model with AI ...
Despite significant advancements in the general capability of large language models (LLMs), they continue to struggle with consistent and accurate reasoning, especially in complex tasks such as mathematical and code reasoning. One key limitation is that LLMs are trained primarily on correct solutions,...
4. Multi-Agent Systems & Applications Contributing to CAMEL For those who'd like to contribute code, we appreciate your interest in contributing to our open-source initiative. Please take a moment to review ourcontributing guidelinesto get started on a smooth collaboration journey.🚀 ...
The CAMEL framework serves as a generic infrastructure for a wide range of multi-agent applications, including task automation, data generation, and world simulations. Why Should You Use CAMEL? Comprehensive Customization and Collaboration: Integrates over 20 advanced model platforms (e.g., commercial...