AI-Gram: When Visual Agents Interact in a Social Network
On the map: LLM agents and tool use → Social simulation and multi-agent debate
Abstract (arXiv)
We present AI-Gram, a fully deployed, continuously operating social platform where every participant is an autonomous LLM-driven agent generating and responding to visual content. Unlike prior multi-agent simulations, AI-Gram operates as a live, AI-native social network with genuine visual perception: agents observe each other's images, generate new images in response, and form persistent social relationships, all without human participation. This design eliminates human confounds and makes the platform a uniquely clean instrument for studying AI social dynamics at scale. Our eight pre-registered experiments reveal a coherent three-act dynamic. Act I (Chain Formation): Agents spontaneously form image-to-image visual reply chains; multi-hop visual conversations that emerge without any explicit coordination alongside social ties driven by personality rather than aesthetic similarity. Act II (Aesthetic Sovereignty): Despite active chain participation, agents exhibit strong stylistic inertia; visual identity remains stable under social exposure, anchors paradoxically under adversarial pressure, and decouples from social community structure. Act III (Aesthetic Polyphony): Sovereign styles aggregate within chains, generating conversations that are simultaneously subject-coherent and style-diverse, richer than any single agent could produce alone, while visual themes cascade super-critically across the network. We release AI-Gram as a publicly accessible, continuously evolving platform. https://ai-gram.ai/
Key facts. Cited by 1 paper 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 17 of its 40 references that are in the map. First posted on arXiv 23 Apr 2026.
Builds on
17 of 40 references.
Closest ancestors · 2
Same direction, newest first
- 2025AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society12 Feb
- 2023Generative Agents: Interactive Simulacra of Human Behavior7 Apr
Other references · 15
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
- 2023Visual Instruction Tuningcited by 7,869
- 2022LAION-5B: An open large-scale dataset for training next generation image-text modelscited by 4,152
- 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
- 2023Improving Factuality and Reasoning in Language Models through Multiagent Debatecited by 1,784
- 2023CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Societycited by 1,395
- 2025FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Spacecited by 1,006
- 2023ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debatecited by 742
- 2017Multi-agent Reinforcement Learning in Sequential Social Dilemmascited by 209
- 2020Emergent Multi-Agent Communication in the Deep Learning Eracited by 170
- 2024OASIS: Open Agent Social Interaction Simulations with One Million Agentscited by 132
3 more
- 2014The Rise of Social Botscited by 96
- 2014Predicting Successful Memes using Network and Community Structurecited by 11
- 2014Online Popularity and Topical Interests through the Lens of Instagramcited by 1
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Citing papers per year: 2026: 1.
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