Oversight Structures for Agentic AI in Public-Sector Organizations
Not on the map. Why?
Abstract (arXiv)
This paper finds that the introduction of agentic AI systems intensifies existing challenges to traditional public sector oversight mechanisms -- which rely on siloed compliance units and episodic approvals rather than continuous, integrated supervision. We identify five governance dimensions essential for responsible agent deployment: cross-departmental implementation, comprehensive evaluation, enhanced security protocols, operational visibility, and systematic auditing. We evaluate the capacity of existing oversight structures to meet these challenges, via a mixed-methods approach consisting of a literature review and interviews with civil servants in AI-related roles. We find that agent oversight poses intensified versions of three existing governance challenges: continuous oversight, deeper integration of governance and operational capabilities, and interdepartmental coordination. We propose approaches that both adapt institutional structures and design agent oversight compatible with public sector constraints.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 17 of its 78 references that are in the map. First posted on arXiv 5 Jun 2025.
Builds on
17 of 78 references.
References · 17
- 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,193
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
- 2018Model Cards for Model Reportingcited by 1,068
- 2025Agent Laboratory: Using LLM Agents as Research Assistantscited by 405
- 2023A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesiscited by 350
- 2024ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilitiescited by 272
- 2024The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)cited by 159
- 2023Auditing large language models: a three-layered approachcited by 135
- 2023Harms from Increasingly Agentic Algorithmic Systemscited by 134
- 2023Evil Geniuses: Delving into the Safety of LLM-based Agentscited by 103
- 2024ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stagescited by 77
- 2024AgentOps: Enabling Observability of LLM Agentscited by 46
5 more
- 2023Assessing Language Model Deployment with Risk Cardscited by 30
- 2023Summon a Demon and Bind it: A Grounded Theory of LLM Red Teamingcited by 20
- 2024AI for bureaucratic productivity: Measuring the potential of AI to help automate 143 million UK government transactionscited by 4
- 2022Artificial intelligence in government: Concepts, standards, and a unified frameworkcited by 3
- 2024Artificial intelligence, rationalization, and the limits of control in the public sector: the case of tax policy optimizationcited by 3
Built on by
Citing papers per year: 2026: 6.
6 papers.
- 2026Agent Benchmarks Fail Public Sector Requirementscited by 2
- 2026Autonomy and Agency in Agentic AI: Architectural Tactics for Regulated Contextscited by 2
- 2026Governing What the EU AI Act Excludes: Accountability for Autonomous AI Agents in Smart City Critical Infrastructurecited by 1
- 2026AI Governance under Political Turnover: The Alignment Surface of Compliance Designcited by 0
- 2026A Technical Typology of AI Systems in Public Administrationcited by 0
- 2026AI Deployment and Cyber Governance Failures in Public-Sector Organizations: A Typological Analysiscited by 0
- 2026AI Deployment and Cyber Governance Failures in Public-Sector Organizations: A Typological Analysis28 Jul 2026
- 2026A Technical Typology of AI Systems in Public Administration30 Jun 2026
- 2026Autonomy and Agency in Agentic AI: Architectural Tactics for Regulated Contexts12 May 2026
- 2026Governing What the EU AI Act Excludes: Accountability for Autonomous AI Agents in Smart City Critical Infrastructure1 May 2026
- 2026AI Governance under Political Turnover: The Alignment Surface of Compliance Design22 Apr 2026
- 2026Agent Benchmarks Fail Public Sector Requirements28 Jan 2026
Similar, not cited
Close in wording, no citation either way
- 2026I Can't Believe It's Corrupt: Evaluating Corruption in Multi-Agent Governance Systems
- 2026Redrawing the AI Map: A Theory of Accountability Boundaries in Agentic Ecosystems
- 2025Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement
- 2026Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains
- 2025Characterizing AI Agents for Alignment and Governance
- 2026Institutional AI: A Governance Framework for Distributional AGI Safety
- 2026A pragmatic approach to regulating AI agents
- 2026The Controllability Trap: A Governance Framework for Military AI Agents