Cerebrum (AIOS SDK): A Platform for Agent Development, Deployment, Distribution, and Discovery
- URL: http://arxiv.org/abs/2503.11444v1
- Date: Fri, 14 Mar 2025 14:29:17 GMT
- Title: Cerebrum (AIOS SDK): A Platform for Agent Development, Deployment, Distribution, and Discovery
- Authors: Balaji Rama, Kai Mei, Yongfeng Zhang,
- Abstract summary: We present Cerebrum, an Agent SDK for AIOS that addresses the gap through three key components.<n>A comprehensive SDK featuring a modular four-layer architecture for agent development; (2) a community-driven Agent Hub for sharing and discovering agents; and (3) an interactive web interface for testing and evaluating agents.<n>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.
- Score: 33.89476893368382
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: 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.
Related papers
- AutoGen Studio: A No-Code Developer Tool for Building and Debugging Multi-Agent Systems [31.113305753414913]
AUTOGEN STUDIO is a no-code developer tool for rapidly prototyping multi-agent systems.
It provides an intuitive drag-and-drop UI for agent specification, interactive evaluation, and a gallery of reusable agent components.
arXiv Detail & Related papers (2024-08-09T03:27:37Z) - Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence [79.5316642687565]
Existing multi-agent frameworks often struggle with integrating diverse capable third-party agents.
We propose the Internet of Agents (IoA), a novel framework that addresses these limitations.
IoA introduces an agent integration protocol, an instant-messaging-like architecture design, and dynamic mechanisms for agent teaming and conversation flow control.
arXiv Detail & Related papers (2024-07-09T17:33:24Z) - AgentGym: Evolving Large Language Model-based Agents across Diverse Environments [116.97648507802926]
Large language models (LLMs) are considered a promising foundation to build such agents.
We take the first step towards building generally-capable LLM-based agents with self-evolution ability.
We propose AgentGym, a new framework featuring a variety of environments and tasks for broad, real-time, uni-format, and concurrent agent exploration.
arXiv Detail & Related papers (2024-06-06T15:15:41Z) - AgentLite: A Lightweight Library for Building and Advancing
Task-Oriented LLM Agent System [91.41155892086252]
We open-source a new AI agent library, AgentLite, which simplifies research investigation into LLM agents.
AgentLite is a task-oriented framework designed to enhance the ability of agents to break down tasks.
We introduce multiple practical applications developed with AgentLite to demonstrate its convenience and flexibility.
arXiv Detail & Related papers (2024-02-23T06:25:20Z) - AgentScope: A Flexible yet Robust Multi-Agent Platform [66.64116117163755]
AgentScope is a developer-centric multi-agent platform with message exchange as its core communication mechanism.
The abundant syntactic tools, built-in agents and service functions, user-friendly interfaces for application demonstration and utility monitor, zero-code programming workstation, and automatic prompt tuning mechanism significantly lower the barriers to both development and deployment.
arXiv Detail & Related papers (2024-02-21T04:11:28Z) - OpenAgents: An Open Platform for Language Agents in the Wild [71.16800991568677]
We present OpenAgents, an open platform for using and hosting language agents in the wild of everyday life.
We elucidate the challenges and opportunities, aspiring to set a foundation for future research and development of real-world language agents.
arXiv Detail & Related papers (2023-10-16T17:54:53Z) - Agents: An Open-source Framework for Autonomous Language Agents [98.91085725608917]
We consider language agents as a promising direction towards artificial general intelligence.
We release Agents, an open-source library with the goal of opening up these advances to a wider non-specialist audience.
arXiv Detail & Related papers (2023-09-14T17:18:25Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.