Polyhedra CTO: ZKML technology will play an important role in verifying AI service quality and ensuring AI Agent security

Odaily News At the "2025 Web3 x AI Innovation Forum" jointly organized by Tsinghua University Student Blockchain Association and Polyhedra, Hu Yuncong, assistant professor at Shanghai Jiao Tong University and co-founder of Polyhedra, delivered a keynote speech entitled "Reshaping the Trust Boundary: A New Paradigm of Trusted Outsourced Computing Based on ZK"; Xie Tiancheng, Ph.D. from the University of California, Berkeley, co-founder and CTO of Polyhedra, delivered a keynote speech entitled "AI+Web3: The Prospects and Future of ZKML". Among them, Xie Tiancheng mentioned: "Verifying liquidity is incomparable to the complexity of calculation. Specifically in AI model applications, the primary value of ZKML (zero-knowledge machine learning) lies in verifying service quality. For example, in a trading bot, users can verify the quality of robot operation through ZKML. Secondly, with the growth of AI Agents and the authorization of their sensitive permissions, ZKML can effectively ensure the security of AI agents, that is, users can play the role of verifiers and build a trust system between humans and AI agents. In addition, ZKML can also provide data market functions, audit training data functions, etc., which will play an important role in the subsequent on-chain AI construction."

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