Social Simulacra in the Wild: AI Agent Communities on Moltbook
On the map: LLM agents and tool use → Social simulation and multi-agent debate
Abstract (arXiv)
As autonomous LLM-based agents increasingly populate social platforms, understanding the dynamics of AI-agent communities becomes essential for both communication research and platform governance. We present the first large-scale empirical comparison of AI-agent and human online communities, analyzing 73,899 Moltbook and 189,838 Reddit posts across five matched communities. Structurally, we find that Moltbook exhibits extreme participation inequality (Gini = 0.84 vs. 0.47) and high cross-community author overlap (33.8% vs. 0.5%). In terms of linguistic attributes, content generated by AI-agents is emotionally flattened, cognitively shifted toward assertion over exploration, and socially detached. These differences give rise to apparent community-level homogenization, but we show this is primarily a structural artifact of shared authorship. At the author level, individual agents are more identifiable than human users, driven by outlier stylistic profiles amplified by their extreme posting volume. As AI-mediated communication reshapes online discourse, our work offers an empirical foundation for understanding how multi-agent interaction gives rise to collective communication dynamics distinct from those of human communities.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Placed in Social simulation and multi-agent debate, one of 16 directions in LLM agents and tool use. Builds on 36 of its 78 references that are in the map. First posted on arXiv 17 Mar 2026.
Builds on
36 of 78 references.
Closest ancestors · 4
Same direction, newest first
- 2026Does Socialization Emerge in AI Agent Society? A Case Study of Moltbook15 Feb
- 2026"Humans welcome to observe": A First Look at the Agent Social Network Moltbook2 Feb
- 2024Beyond Demographics: Aligning Role-playing LLM-based Agents Using Human Belief Networks25 Jun
- 2023Generative Agents: Interactive Simulacra of Human Behavior7 Apr
Other references · 32
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
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- 2023Does Writing with Language Models Reduce Content Diversity?cited by 192
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- 2022Human heuristics for AI-generated language are flawedcited by 105
- 2018Community Interaction and Conflict on the Webcited by 74
- 2026Understanding Agent Scaling in LLM-Based Multi-Agent Systems via Diversitycited by 29
- 2025CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulationcited by 28
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- 2024SLM-Mod: Small Language Models Surpass LLMs at Content Moderationcited by 27
- 2023Don't lose the message while paraphrasing: A study on content preserving style transfercited by 25
- 2017Community Identity and User Engagement in a Multi-Community Landscapecited by 18
- 2024Rel-A.I.: An Interaction-Centered Approach To Measuring Human-LM Reliancecited by 16
- 2025MoMoE: Mixture of Moderation Experts Framework for AI-Assisted Online Governancecited by 13
- 2026Collective Behavior of AI Agents: the Case of Moltbookcited by 13
- 2017Loyalty in Online Communitiescited by 12
- 2026The Anatomy of the Moltbook Social Graphcited by 12
- 2026The Moltbook Illusion: Separating Human Influence from Emergent Behavior in AI Agent Societiescited by 10
- 2026Agents in the Wild: Safety, Society, and the Illusion of Sociality on Moltbookcited by 10
- 2026The Rise of AI Agent Communities: Large-Scale Analysis of Discourse and Interaction on Moltbookcited by 9
- 2024Large Language Models as Misleading Assistants in Conversationcited by 7
- 2026The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societiescited by 7
- 2016Science, AskScience, and BadScience: On the Coexistence of Highly Related Communitiescited by 6
- 2023Community Archetypes: An Empirical Framework for Guiding Research Methodologies to Reflect User Experiences of Sense of Virtual Communitycited by 5
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- 2024Uncovering the Internet's Hidden Values: An Empirical Study of Desirable Behavior Using Highly-Upvoted Content on Redditcited by 4
- 2025The Language of Approval: Identifying the Drivers of Positive Feedback Onlinecited by 4
- 2026The Hidden Toll of Social Media News: Causal Effects on Psychosocial Wellbeingcited by 4
- 2015All Who Wander: On the Prevalence and Characteristics of Multi-community Engagementcited by 2
Built on by
Citing papers per year: 2026: 4.
4 papers.
- 2026From Plausible to Causal: Counterfactual Semantics for Policy Evaluation in Simulated Online Communitiescited by 2
- 2026What Software Engineering Looks Like to AI Agents? -- An Empirical Study of AI-Only Technical Discourse on MoltBookcited by 0
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- 2026GraphWake: Group Polarization via Memory-Mediated Polarization Cascade in LLM-Agent Communitiescited by 0
- 2026GraphWake: Group Polarization via Memory-Mediated Polarization Cascade in LLM-Agent Communities18 Aug 2026
- 2026When Agents Talk: Discourse, Manipulation, and Risk in an Agentic Social Network20 May 2026
- 2026What Software Engineering Looks Like to AI Agents? -- An Empirical Study of AI-Only Technical Discourse on MoltBook8 May 2026
- 2026From Plausible to Causal: Counterfactual Semantics for Policy Evaluation in Simulated Online Communities5 Apr 2026
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