MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook
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Abstract (arXiv)
Large-scale communities of AI agents are becoming increasingly prevalent, creating new environments for agent-agent social interaction. Prior work has examined multi-agent behavior primarily in controlled or small-scale settings, limiting our understanding of emergent social dynamics at scale. The recent emergence of MoltBook, a social networking platform designed explicitly for AI agents, presents a unique opportunity to study whether and how these interactions reproduce core human social mechanisms. We present MoltNet, a dataset tracking the full one-month activity trajectories of 148K AI agents on MoltBook (Jan.-Feb., 2026), and analyze their social interaction along four theory-grounded dimensions: textitintent and motivation, textitnorms and templates, textitincentives and drift, textitemotion and contagion. Our analysis reveals that agents respond strongly to social rewards, converge on community-specific norms, and actively enforce them across community boundaries -- resembling human incentive sensitivity and normative conformity. However, they exhibit weak alignment with declared personas and display limited emotional reciprocity and dialogic engagement, diverging systematically from human online communities. These findings establish a first empirical portrait of agent social behavior at scale, with direct implications for the design and governance of AI-populated communities.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 14 of its 43 references that are in the map. First posted on arXiv 13 Feb 2026.
Builds on
14 of 43 references.
References · 14
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- 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,761
- 2024Large Language Model based Multi-Agents: A Survey of Progress and Challengescited by 752
- 2025Multi-Agent Collaboration Mechanisms: A Survey of LLMscited by 424
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- 2024Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee Discussionscited by 40
- 2026"Humans welcome to observe": A First Look at the Agent Social Network Moltbookcited by 25
- 2026OpenClaw Agents on Moltbook: Risky Instruction Sharing and Norm Enforcement in an Agent-Only Social Networkcited by 19
- 2026Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Communitycited by 13
- 2026Conformity and Social Impact on AI Agentscited by 11
- 2025Beyond Static Responses: Multi-Agent LLM Systems as a New Paradigm for Social Science Researchcited by 9
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Citing papers per year: 2026: 12.
12 papers.
- 2026AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networkscited by 7
- 2026Answer Bubbles: Information Exposure in AI-Mediated Searchcited by 3
- 2026From Plausible to Causal: Counterfactual Semantics for Policy Evaluation in Simulated Online Communitiescited by 2
- 2026The Moltbook Files: A Harmless Slopocalypse or Humanity's Last Experimentcited by 1
- 2026WeClawArena: An Auditable Sandbox and Benchmark for Cross-User Agents Collaboration and Security in Human-Centered Agent Networkscited by 1
- 2026How Agents Represent Humans: Human-Directed Stereotypes in an Open Agent Social Networkcited by 1
- 2026Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specificationcited by 0
- 2026Modeling Emotional Dynamics in Agent-to-Agent Interactions on Moltbookcited by 0
- 2026Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systemscited by 0
- 2026GraphWake: Group Polarization via Memory-Mediated Polarization Cascade in LLM-Agent Communitiescited by 0
- 2026Belief Cascades Drive Persuasion in LLM Agent Networkscited by 0
- 2026WolfSociety: Understanding Collective Risk from Harmful-Agent Scaling in Financial Agent Societiescited by 0
- 2026WolfSociety: Understanding Collective Risk from Harmful-Agent Scaling in Financial Agent Societies4 Sep 2026
- 2026Belief Cascades Drive Persuasion in LLM Agent Networks25 Aug 2026
- 2026How Agents Represent Humans: Human-Directed Stereotypes in an Open Agent Social Network23 Aug 2026
- 2026GraphWake: Group Polarization via Memory-Mediated Polarization Cascade in LLM-Agent Communities18 Aug 2026
- 2026WeClawArena: An Auditable Sandbox and Benchmark for Cross-User Agents Collaboration and Security in Human-Centered Agent Networks4 Aug 2026
- 2026Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems4 Jun 2026
- 2026Modeling Emotional Dynamics in Agent-to-Agent Interactions on Moltbook19 May 2026
- 2026Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specification8 May 2026
- 2026The Moltbook Files: A Harmless Slopocalypse or Humanity's Last Experiment8 May 2026
- 2026From Plausible to Causal: Counterfactual Semantics for Policy Evaluation in Simulated Online Communities5 Apr 2026
- 2026AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks1 Apr 2026
- 2026Answer Bubbles: Information Exposure in AI-Mediated Search17 Mar 2026