cs.AI updates on arXiv.org 10月27日 14:17
代理AI在去中心化治理中的实证研究
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本文首次实证研究了代理AI作为自主决策者在去中心化治理中的应用。通过分析超过3000个主要协议的提案,构建了能解读提案背景、检索历史讨论数据的代理AI投票者,并在真实金融模拟环境中独立确定投票立场。研究结果表明,代理AI能够通过产生可解释、可审计、基于实证的信号,增强集体决策能力。

arXiv:2510.21117v1 Announce Type: new Abstract: This paper presents a first empirical study of agentic AI as autonomous decision-makers in decentralized governance. Using more than 3K proposals from major protocols, we build an agentic AI voter that interprets proposal contexts, retrieves historical deliberation data, and independently determines its voting position. The agent operates within a realistic financial simulation environment grounded in verifiable blockchain data, implemented through a modular composable program (MCP) workflow that defines data flow and tool usage via Agentics framework. We evaluate how closely the agent's decisions align with the human and token-weighted outcomes, uncovering strong alignments measured by carefully designed evaluation metrics. Our findings demonstrate that agentic AI can augment collective decision-making by producing interpretable, auditable, and empirically grounded signals in realistic DAO governance settings. The study contributes to the design of explainable and economically rigorous AI agents for decentralized financial systems.

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代理AI 去中心化治理 金融模拟 区块链数据 集体决策
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