# kaal:claim:5245185-039

**Claim.** Taken together, the transparency, decentralized decision making, and automated real time response properties of the proposed model make decentralized governance superior to AI driven supervision for secure, compliant, and efficient execution of AI agent transactions.

**Type.** normative  **Support.** argued

**Holds when.**

- monitoring of AI agent transaction execution in modern digital infrastructures

**Source quote.**

> demonstrate that a decentralized governance model is superior to AI-driven supervision for ensuring the secure, compliant, and efficient execution of AI agent transactions in modern digital infrastructures.

**From.** Wulf A. Kaal, *How can we Best Monitor AI Agents* (2025), 7. Decentralized AI Agent Monitoring Solutions, page 14

**Cite as.** Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

**Verify.** sha256 of source PDF `4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20How%20can%20we%20Best%20Monitor%20AI%20Agents.pdf

**Topics.** decentralization, governance-design, ai-and-agents, compliance

**Keywords.** decentralized-governance, ai-agent-monitoring, superiority-claim, web3

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.