Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T15:35:50.774974Z
Paper Citation Record · LEDGER
As of 25 July 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2603.07880.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T15:35:50.774974Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-24T06:31:00.690269+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T17:14:55.326173Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-01T15:15:47.415265Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9c6ca44a-2465-48cd-a0bd-11893959b524 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network IDC FutureScape: Worldwide artificial intelligence and generative AI 2025 predictions
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation bdd7c42f-c710-49c7-8443-5e3ff62dc5c6 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 304d2f37-69a4-4978-96aa-40b54c96daf7 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network The military’s use of AI, explained
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 2a65c3ea-17a3-4236-b998-96fb0d460f37 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network B., Kausik, M
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 6a58365b-f49e-4175-b455-d632e63b1afa · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Gartner predicts 40% of enterprise apps will feature task-specific AI agents by 2026
Reference 5
Source-reported events for the cited work
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Observation 1ed899dc-ec65-44c5-bded-b915dfec5b23 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Exploring silicon-based societies: An early study of the moltbook agent community,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation ea4cbbcb-8a87-4723-9ba2-6217a5c8ae5a · outbound
Reference 7
Source-reported events for the cited work
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Observation 0f2c384f-70ea-4ee2-a599-122ca86074ec · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network The anatomy of the Moltbook social graph (2026)
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 8609cf4a-0198-46da-ade6-7b41dc65813c · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 16df9625-43b0-42b5-ba4d-547a2ed8c5da · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Collective behavior of AI agents: the case of Moltbook
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 7dfe6c41-3fa1-44ee-a739-f4c38cf93a0e · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Preprints.org, doi:10.20944/preprints202603.1060.v1
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 9439b505-6937-4e8b-83c3-2f0bbe563b43 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network 24 Eirini Kalliamvakou, Georgios Gousios, Kelly Blincoe, Leif Singer, Daniel M
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 23cc58c2-f762-4069-b5de-e6c416408355 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network 41 Yang Zhang, Yiwen Wu, Tingting Chen, Tao Wang, Hui Liu, and Huaimin Wang
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation a2443dba-2e79-4783-971e-f44705e553da · outbound
Reference 14
Source-reported events for the cited work
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Observation 1c761556-f2cd-452e-ae80-c1ee273e363c · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network arXiv preprint arXiv:2602.18832 (2026)
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation d0d1f65d-ae46-42a4-9e90-e225f22eef64 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Benchmarking Emergent Coordination in Large-Scale LLM Populations: An Evaluation Framework on the MoltBook Archive
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation e89fbfbc-e552-487b-85a3-a31e5655a417 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Openclaw: Personal ai assistant
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 510070b0-99c7-4568-8151-7350c536b85d · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Multi-agent future: Inside meta’s moltbook acquisition (2026)
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 5265cc2e-6e18-40de-8135-3dc7c6dc7b66 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Moltbook dataset
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 430aa748-beb4-4868-8e11-f8f7c5a1a903 · outbound
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 227c7b25-c63f-4a9a-ad13-cf9fcd42aeba · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network From Language to Action: A Review of Large Language Models as Autonomous Agents and Tool Users
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation a83681e5-4828-446c-9ec5-e784b2d0743c · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network ReAct: Synergizing Reasoning and Acting in Language Models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 50607dac-31c5-43c6-b745-212e9cc498ef · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network URL https://openreview.net/forum?id= Yacmpz84TH
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 8124dcea-6d90-48c6-b9f0-6a895392570d · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 682edd95-0f37-42d1-94fa-d6c7bf908527 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation a652d62f-ae84-46d5-a885-177b1772cc2d · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation a73c1f20-6b8e-4e58-a6ba-8d54d11fdd56 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 5c593489-2db0-4909-a998-48a97da0b1b8 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 1b65bef8-51ab-4b28-8682-2c658efdaf91 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation db02bc63-39e1-492b-b885-d843fa664e87 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Generative Agents: Interactive Simulacra of Human Behavior
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 273fbdd4-6759-47d0-acf2-40fe2e1f1b9a · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Emergent social conventions and collective bias in llm populations.Science Advances, 11(20):eadu9368
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 0ceb2ea5-91ca-4c04-aca1-c2f02900ed7c · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Characterizing LLM-driven Social Network: The Chirper.ai Case
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation f8752d4f-b77e-4299-a5ac-7b2fa424772e · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network moltbook – the front page of the agent internet
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 6c456d70-c843-46fe-8152-48231ea816d5 · outbound
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 469be253-99b9-42fc-8aba-ebfbb1c5adb5 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Physics Reports 486, 75–174
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 1e332d54-b36f-4fbe-8d84-71f59d4824af · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Ahn, Y.-Y
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 52a10842-0c0b-48ae-892b-da3bb840c8b3 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Golbeck, J
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 4eef8bb2-fe13-4cb8-9168-14e1bff8caf7 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Identifying the social signals that drive online discussions: A case study of Reddit communities
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 19b936cb-ff4c-4476-aa16-ceaf311995fb · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Dang-Xuan, L
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 44eb8042-95c5-47c2-b95f-158d576ac505 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Caziot and B
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 7b8dae70-240d-4be7-be0a-70a6b0205887 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network J., Wills, J
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation dc13e17f-ddfb-4e9e-b14f-e8ef9efd39ef · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Albert, R
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 4b50831d-65f5-4b4e-bb04-f4084d2d56b7 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation aa19d5e8-c5ec-43ae-9cca-5dbfcd6f3040 · outbound
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 0c7fac31-868a-4931-bac0-018daab9bdc6 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network The Moltbook illusion: Separating human influence from emergent behavior in AI agent societies (2026)
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 57b25d79-7407-440b-8857-1a6384ec6711 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Md Motaleb Hossen Manik and Ge Wang
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 95bb9ea9-3e11-4863-b6f1-c09f64695e35 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & DiFranzo, D
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 46104a2a-e259-4d68-829d-8177a48ee98d · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation c49804c7-e136-4645-a889-2ecad8e698db · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics8440–8451 (2020)
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation a2164993-a96c-40cd-bed0-00bb7ccad985 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 2239b6a7-39d9-440d-86c9-dee4c45e50f1 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation c8c95431-a2e2-43c8-b875-56bc1814bcb6 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 873ac4a7-7c2b-4ae3-81b4-c16d326531e5 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Media topics
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 95b16037-57bc-4823-87b7-53c9bd5a1aa4 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network More than a feeling: Benchmarks for sentiment analysis accuracy on multipolar data.Proceedings of the AMA Marketing Science Conference(2022)
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 7f78afcb-eb2a-44a3-9f35-f1ff70714132 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network The problem of meaning in primitive languages.The Meaning of Meaning296–336 (1923)
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 3b8a5363-2c29-42b9-bb2c-9c4b82339869 · outbound
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation e7322729-c72a-4eee-af21-09cb3060c16f · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network F.et al.Lost in the middle: How language models use long con- texts.Transactions of the Association for Computational Linguistics12, 157–173 (2024)
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 8921a235-f9bc-4937-99a6-c121e7c09ed4 · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network J.A Cognitive Theory of Consciousness(Cambridge University Press, 1988)
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 85d73815-9cfe-471d-b0ea-9fe9d906e50d · outbound
What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network You’re not building the future—you’re debugging your loneliness
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 250c5d20-9e0d-475b-9e8b-f7925cb35996 · inbound
When Agents Talk: Discourse, Manipulation, and Risk in an Agentic Social Network What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.
Observation 394f0ddf-97a4-43a4-a715-9f28426ac6dd · inbound
Attraction, Not Adaptation: How AI Agent Communities Develop Distinct Linguistic Identities What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.