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Notes on ai governance
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Resourced Authority A Mechanism-Design Model for Participatory Governance of Deployed AI Agents
The paper presents a model for continuous participatory governance of deployed AI agents, focusing on resource allocation (compute budgets) as a means to enforce authorization and ensure safe AI. The mechanism involves…
Toward Continuous Assurance for the Democratization of AI Agent Creation in Industry
The paper discusses a reliability challenge created by the democratization of AI agent creation within organizations. To address this, it proposes a lightweight continuous-assurance framework that includes dependency…
CAVA: Canonical Action Verification and Attestation for Runtime Governance of Agentic AI Systems
The paper introduces Canonical Action Verification and Attestation (CAVA), a system designed to convert diverse agent activities into standardized action objects, addressing the challenge of governing heterogeneous AI…
CAVA: Canonical Action Verification and Attestation for Runtime Governance of Agentic AI Systems
The paper presents Canonical Action Verification and Attestation (CAVA), a system that converts various runtime actions of agentic AI systems into standardized action objects, aiming to address the challenge of…
Evidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel Proofs
Junyu Ren presents EG-VAR (Evidence-Grounded Verified Agentic Reasoning), a tool-calling architecture that aims to make empirical reasoning in large language models (LLMs) more trustworthy and auditable. The system…
Towards Agentic AI Governance: A Preliminary Assessment
This paper is a systematic review of the emerging literature on agentic AI governance, focusing on the unique challenges posed by the increasing deployment of autonomous AI systems in 2025. The authors identify key…
Towards Agentic AI Governance: A Preliminary Assessment
This paper reviews emerging literature on agentic AI governance, a new field that deals with autonomous AI systems capable of planning and executing tasks. The authors analyze the unique features of agentic AI that…
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