mlsanityData to 7 Oct 2026

Human Control Is the Anchor, Not the Answer: Early Divergence of Oversight in Agentic AI Communities

arXiv 2602.09286 ↗First posted 10 Feb 2026cs.AI cs.CY cs.HCcited by 1

On the map: LLM agents and tool use → Agent threats, guardrails and governance

Abstract (arXiv)

Oversight for agentic AI is often discussed as a single goal ("human control"), yet early adoption may produce role-specific expectations. We present a comparative analysis of two newly active Reddit communities in Jan--Feb 2026 that reflect different socio-technical roles: r/OpenClaw (deployment and operations) and r/Moltbook (agent-centered social interaction). We conceptualize this period as an early-stage crystallization phase, where oversight expectations form before norms reach equilibrium. Using topic modeling in a shared comparison space, a coarse-grained oversight-theme abstraction, engagement-weighted salience, and divergence tests, we show the communities are strongly separable (JSD =0.418, cosine =0.372, permutation p=0.0005). Across both communities, "human control" is an anchor term, but its operational meaning diverges: r/OpenClaw emphasizes execution guardrails and recovery (action-risk), while r/Moltbook emphasizes identity, legitimacy, and accountability in public interaction (meaning-risk). The resulting distinction offers a portable lens for designing and evaluating oversight mechanisms that match agent role, rather than applying one-size-fits-all control policies.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 7 of its 29 references that are in the map. First posted on arXiv 10 Feb 2026.

Builds on

7 of 29 references.

References · 7

  1. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 245
  2. 2023AI Transparency in the Age of LLMs: A Human-Centered Research Roadmapcited by 119
  3. 2021Wordcraft: a Human-AI Collaborative Editor for Story Writingcited by 41
  4. 2023Improving Human-AI Collaboration With Descriptions of AI Behaviorcited by 35
  5. 2023Exploring Challenges and Opportunities to Support Designers in Learning to Co-create with AI-based Manufacturing Design Toolscited by 16
  6. 2026Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Communitycited by 13
  7. 2024Explainable Interface for Human-Autonomy Teaming: A Surveycited by 2

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Citing papers per year: 2026: 1.

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  1. 2026Anticipatory Human Oversight of Agentic AI: A Philosophical Account
  2. 2026The Rise of AI Agent Communities: Large-Scale Analysis of Discourse and Interaction on Moltbook
  3. 2026Social Simulacra in the Wild: AI Agent Communities on Moltbook
  4. 2026Calibrating Conservatism for Scalable Oversight
  5. 2026When Agents Talk: Discourse, Manipulation, and Risk in an Agentic Social Network
  6. 2026When Visibility Outpaces Verification: Delayed Verification and Narrative Lock-in in Agentic AI Discourse
  7. 2026Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human
  8. 2026Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specification