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 "name": "Streaming Ai Mediated Public Decision Making And Democratic Exclusion Governance R 2Aaa33Dc08",
 "text": "AI-Mediated Public Decision-Making and Democratic Exclusion: Governance Risks and Accountability Frameworks presents the following source proposition: Existing debates on AI governance have primarily focused on bias mitigation, transparency and risk-based compliance. This proposition is pertinent to Kaal's source-bound claim that 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. The proposed response is a qualification: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
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  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "paper": "Wulf A. Kaal, How can we Best Monitor AI Agents",
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