DeCoAgent: Large Language Model Empowered Decentralized Autonomous Collaboration Agents Based on Smart Contracts

Research output: Contribution to journalArticlepeer-review

Abstract

Large Language Models (LLMs) empowered agents are effective across various tasks and demonstrate outstanding performance, which can be further enhanced through collaboration with multiple LLM agents. The current approaches for collaboration with multiple LLM agents are static approaches, which adopt a fixed set of agents to interact with each other. However, these approaches suffer from a significant limitation: multi-agent collaboration depends on the assumption that all participants know each other in a local closed environment, can find each other and direct communication, and will act with integrity. To address these challenges, this paper proposes DeCoAgent, a novel framework for decentralized autonomous collaboration between LLMs empowered agents based on smart contracts. This framework enables decentralized autonomous collaboration between LLM agents, allowing them to register themselves, discover the capabilities of other agents, and assign tasks on the platform. LLMs can convert natural language descriptions from human and LLM agent users into smart contract calls, enabling agents to interact with humans, the blockchain, and other agents to achieve automation. This paper implements the platform based on OpenAI and Ethereum, demonstrating the practical feasibility of this approach. The proposed framework has broader applications, including supply chain management, manufacturing, crowdsourcing, and complementing other existing multi-agent collaborations. This framework is open source on GitHub. Please visit the repository at https://github.com/AnanKing/DeCoAgent.

Original languageEnglish
Pages (from-to)155234-155245
Number of pages12
JournalIEEE Access
Volume12
DOIs
Publication statusPublished - 2024

Keywords

  • Large language models
  • agent collaboration
  • blockchain
  • decentralized autonomous
  • smart contract

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