打造AI代理开发与分发的统一平台,让复杂智能体更易构建和共享。
Cerebrum (AIOS SDK): A Platform for Agent Development, Deployment, Distribution, and Discovery
- 四层模块化架构支持智能体开发,涵盖大模型、记忆、存储与工具管理。
- 社区驱动的代理库实现版本控制与依赖管理,方便发现与复用。
- 交互式网页界面可测试评估代理,适合研究者与开发者快速迭代。
基于大语言模型的自主智能体已成为复杂任务执行的强大范式,但当前领域缺乏标准化的开发、部署、分发与发现工具。我们提出Cerebrum,一个面向AIOS的智能体SDK,通过三大核心组件填补这一空白:(1) 模块化的四层架构,支持智能体开发,包含大模型、记忆、存储与工具管理;(2) 社区驱动的Agent Hub,支持智能体分享与发现,具备版本控制与依赖管理功能;(3) 交互式网页界面,用于测试与评估智能体。平台通过实现Chain of Thought(CoT)、ReAct及工具调用等不同智能体架构验证了有效性。Cerebrum提供统一框架,标准化智能体开发流程,同时保持灵活性,助力研究人员与开发者创新与分发智能体。官网:https://app.aios.foundation,代码:https://github.com/agiresearch/Cerebrum,视频演示:https://app.aios.foundation/video-demo。
原文摘要 · Abstract (English)
Autonomous LLM-based agents have emerged as a powerful paradigm for complex task execution, yet the field lacks standardized tools for development, deployment, distribution and discovery of agents. We present Cerebrum, an Agent SDK for AIOS that addresses this gap through three key components: (1) a comprehensive SDK featuring a modular four-layer architecture for agent development, encompassing LLM, memory, storage, and tool management; (2) a community-driven Agent Hub for sharing and discovering agents, complete with version control and dependency management; (3) an interactive web interface for testing and evaluating agents. The platform's effectiveness is demonstrated through implementations of various agent architectures, including Chain of Thought (CoT), ReAct, and tool-use agents. Cerebrum advances the field by providing a unified framework that standardizes agent development while maintaining flexibility for researchers and developers to innovate and distribute their agents. The live website is at https://app.aios.foundation, the code is at https://github.com/agiresearch/Cerebrum, and video is at https://app.aios.foundation/video-demo.
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