October 3, 2025Open Access

Towards Transparent and Incentive-Compatible Collaboration in Decentralized LLM Multi-Agent Systems: A Blockchain-Driven Approach

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The proposed blockchain framework ensures transparent agent registration and verifiable task allocation, enhancing coordination.
Simulations demonstrated strong task success rates and stable utility distribution among agents, underscoring system reliability.
A dynamic reputation tracking mechanism evaluates agent performance, allowing behavior adjustments based on feedback and incentives.
Integrating GPT-4 agents with Solidity contracts enables scalable coordination in decentralized environments with enhanced transparency.

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This framework promotes transparent task allocation and reputation tracking among decentralized agents, suggesting incentive compatibility.

Qi et al. (2025) studied this question.

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This framework promotes transparent task allocation and reputation tracking among decentralized agents, suggesting incentive compatibility.