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Paper Citation Record · LEDGER

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network

As of 12 August 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.

pith.paper-citation-record.v1
2603.07880 v5

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T15:35:50.774974Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T17:14:55.326173Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-01T15:15:47.415265Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact27
  • verified fuzzy22
  • unresolved4
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c6ca44a-2465-48cd-a0bd-11893959b524 · outbound

This paper cites IDC FutureScape: Worldwide artificial intelligence and generative AI 2025 predictions.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.160677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:9e0b6d520928193363b559255fe2ebb808202220ac6eecb0ae2cafeee2622895

Observation bdd7c42f-c710-49c7-8443-5e3ff62dc5c6 · outbound

This paper cites an unresolved cited work.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-15T15:40:10.173498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:6f423c9fbdd77268d4e8df8d1b898a9659c3940df4d1d5f7100132824578f0eb

Observation 304d2f37-69a4-4978-96aa-40b54c96daf7 · outbound

This paper cites The military’s use of AI, explained.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.169565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:7de0d08c0934295bb0dc5b84c4c40685fbbe89e1c926f209c80122a83d9c4fe4

Observation 2a65c3ea-17a3-4236-b998-96fb0d460f37 · outbound

This paper cites B., Kausik, M.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network B., Kausik, M

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.156723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d9acd0c2b578f5450983b164cd45c8f1aea592659c5ce0c874482efca316124a

Observation 6a58365b-f49e-4175-b455-d632e63b1afa · outbound

This paper cites Gartner predicts 40% of enterprise apps will feature task-specific AI agents by 2026.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.164932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:4efb45fd7df8baf8d8a6b68694d5748d3bd531d99daf64e66af0a336c94f36de

Observation 1ed899dc-ec65-44c5-bded-b915dfec5b23 · outbound

This paper cites Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Community.

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

Resolution
verified exact
arxiv_id, observed 2026-08-04T02:24:25.962326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:926b4211b92bb174d49e4a0545db2ed8ce39cd5bb2da6f074828ed117aa219f1

Observation ea4cbbcb-8a87-4723-9ba2-6217a5c8ae5a · outbound

This paper cites & Zhang, Y.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Zhang, Y

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.082029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:aacf3836c678ceed4ecd2d9d65ce7ffccf50cb41c613a5008921fbe5f7fa516c

Observation 0f2c384f-70ea-4ee2-a599-122ca86074ec · outbound

This paper cites The anatomy of the Moltbook social graph (2026).

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.151938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:132ca84bdb0977c8c7de9c958a15e8f4f18f3f472670f42ad77919857b3a189b

Observation 8609cf4a-0198-46da-ade6-7b41dc65813c · outbound

This paper cites MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.131935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:bf5dc7019a88e73e230d0f2639780dc98b988dacdd45bd84f698a41604eaad19

Observation 16df9625-43b0-42b5-ba4d-547a2ed8c5da · outbound

This paper cites Collective behavior of AI agents: the case of Moltbook.

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.125930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:e26359ad59a1f8c42e9ab9c9f328290624214cd9a1646773660ba1de4a16a37a

Observation 7dfe6c41-3fa1-44ee-a739-f4c38cf93a0e · outbound

This paper cites Preprints.org, doi:10.20944/preprints202603.1060.v1.

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:11.276575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c59207bb99162b3a6b27edaa3f49b95481c70aa7b7fdd87aa6976a6f80ea3a30

Observation 9439b505-6937-4e8b-83c3-2f0bbe563b43 · outbound

This paper cites 24 Eirini Kalliamvakou, Georgios Gousios, Kelly Blincoe, Leif Singer, Daniel M.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T15:36:13.163989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d7166e60d1b783ecdc5ee6aaa288a08f879c5185ae2fba6709a2bec5374fc0eb

Observation 23cc58c2-f762-4069-b5de-e6c416408355 · outbound

This paper cites 41 Yang Zhang, Yiwen Wu, Tingting Chen, Tao Wang, Hui Liu, and Huaimin Wang.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T15:36:13.095065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:60622ecf47b70b46c4266cc94801e9f59b913899867caf434286b3590c9071c7

Observation a2443dba-2e79-4783-971e-f44705e553da · outbound

This paper cites & Zhang, Y.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Zhang, Y

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.100527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:95e27e32ef1d2ccc559282a22019a94825aff23de7811210ac65464e53231d5d

Observation 1c761556-f2cd-452e-ae80-c1ee273e363c · outbound

This paper cites arXiv preprint arXiv:2602.18832 (2026).

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.113150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5c2a61935f00ccce0a7d9d6434d3964e94395a6f31e267eea0e0e74a2d7ba709

Observation d0d1f65d-ae46-42a4-9e90-e225f22eef64 · outbound

This paper cites Benchmarking Emergent Coordination in Large-Scale LLM Populations: An Evaluation Framework on the MoltBook Archive.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.220300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:41bb3cee958df0bbfa14de5c1fec87bfb3925c6d2fffa271aa3eeaa07f030dae

Observation e89fbfbc-e552-487b-85a3-a31e5655a417 · outbound

This paper cites Openclaw: Personal ai assistant.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Openclaw: Personal ai assistant

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.084260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:6a162eccb2a9eb5627d5316ea377a7f32c80c01bc568295a35bdb70918943833

Observation 510070b0-99c7-4568-8151-7350c536b85d · outbound

This paper cites Multi-agent future: Inside meta’s moltbook acquisition (2026).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.088240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:4fb1f50976936ac738d6066a70fef00db8ee35c0141510643c5fa122f76b5461

Observation 5265cc2e-6e18-40de-8135-3dc7c6dc7b66 · outbound

This paper cites Moltbook dataset.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Moltbook dataset

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.147957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:bb06d48c017c24cebe4d0500ada4af9cc815ad487e41d4b288bf473696717c61

Observation 430aa748-beb4-4868-8e11-f8f7c5a1a903 · outbound

This paper cites & Jin, R.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Jin, R

Reference 20

Resolution
verified exact
doi, observed 2026-05-15T15:36:11.271647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:8906ba67bfa0f450f905434d253aad1a62fca4d443f2b371a21c9f53f44fde0c

Observation 227c7b25-c63f-4a9a-ad13-cf9fcd42aeba · outbound

This paper cites From Language to Action: A Review of Large Language Models as Autonomous Agents and Tool Users.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T15:36:13.088555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d17543b4e400bcacc50548f2599be655fb4f4bb27fee96a5f89e2f3b2860a406

Observation a83681e5-4828-446c-9ec5-e784b2d0743c · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.195557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c4b42b13638fa92adc9f73fa44019a7022238340b844a70bb9e5d5fdeaa29b55

Observation 50607dac-31c5-43c6-b745-212e9cc498ef · outbound

This paper cites URL https://openreview.net/forum?id= Yacmpz84TH.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.087819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:6fbc5b46d1a8555ac3966707d9b2be7266e41286e85094f9137ed710309757b8

Observation 8124dcea-6d90-48c6-b9f0-6a895392570d · outbound

This paper cites CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.145109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:117ce6a81c59a120559226c44eab3624313706f5acb8434b967f860259194fb5

Observation 682edd95-0f37-42d1-94fa-d6c7bf908527 · outbound

This paper cites AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol.

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

Resolution
verified exact
arxiv_id, observed 2026-05-29T02:04:54.387951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:6cb10294d5e7f953c452a2835cd9017099faa149fa449cb75899986f54bfcd3d

Observation a652d62f-ae84-46d5-a885-177b1772cc2d · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.189450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:f4986783cecb731bfefc15cdfb4a1e73527a5b011d1b03f8b789eaf03ce41b3e

Observation a73c1f20-6b8e-4e58-a6ba-8d54d11fdd56 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T19:43:27.681706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:dcf1911ec33f8f14b6f9eefcf02ece3e71fe3784e1326e249446d1d6d9650c78

Observation 5c593489-2db0-4909-a998-48a97da0b1b8 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.157291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5257c591273da5ae6080f6bff80906f19e970043f45774a6b4bbbcab87a32d5c

Observation 1b65bef8-51ab-4b28-8682-2c658efdaf91 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.183181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5c6497015b0c722504f979346f8367b18b32a9746660faf7ca846f391dd322af

Observation db02bc63-39e1-492b-b885-d843fa664e87 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.201781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:bd19a5cc9501c5e2a18649c00408bd57bf31b3a5166626e113e54d350d3f2e70

Observation 273fbdd4-6759-47d0-acf2-40fe2e1f1b9a · outbound

This paper cites Emergent social conventions and collective bias in llm populations.Science Advances, 11(20):eadu9368.

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

Resolution
verified exact
doi, observed 2026-05-15T15:36:11.285467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5d4edb8a4a3ea5d379fa2b5f48dc8e490ff9c4d8e78f969106c0ba7b191cc467

Observation 0ceb2ea5-91ca-4c04-aca1-c2f02900ed7c · outbound

This paper cites Characterizing LLM-driven Social Network: The Chirper.ai Case.

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

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.176628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:bd346fa5bf8ebe13738d3a232ebfa14fa67af049891aa1f97777610363f522d7

Observation f8752d4f-b77e-4299-a5ac-7b2fa424772e · outbound

This paper cites moltbook – the front page of the agent internet.

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

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Observation 6c456d70-c843-46fe-8152-48231ea816d5 · outbound

This paper cites M., Ng, A.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network M., Ng, A

Reference 34

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Observation 469be253-99b9-42fc-8aba-ebfbb1c5adb5 · outbound

This paper cites Physics Reports 486, 75–174.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Physics Reports 486, 75–174

Reference 35

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Observation 1e332d54-b36f-4fbe-8d84-71f59d4824af · outbound

This paper cites & Ahn, Y.-Y.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Ahn, Y.-Y

Reference 36

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Observation 52a10842-0c0b-48ae-892b-da3bb840c8b3 · outbound

This paper cites & Golbeck, J.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Golbeck, J

Reference 37

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Observation 4eef8bb2-fe13-4cb8-9168-14e1bff8caf7 · outbound

This paper cites Identifying the social signals that drive online discussions: A case study of Reddit communities.

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

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Observation 19b936cb-ff4c-4476-aa16-ceaf311995fb · outbound

This paper cites & Dang-Xuan, L.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Dang-Xuan, L

Reference 39

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Observation 44eb8042-95c5-47c2-b95f-158d576ac505 · outbound

This paper cites Caziot and B.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Caziot and B

Reference 40

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Observation 7b8dae70-240d-4be7-be0a-70a6b0205887 · outbound

This paper cites J., Wills, J.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network J., Wills, J

Reference 41

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Observation dc13e17f-ddfb-4e9e-b14f-e8ef9efd39ef · outbound

This paper cites & Albert, R.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Albert, R

Reference 42

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Observation 4b50831d-65f5-4b4e-bb04-f4084d2d56b7 · outbound

This paper cites an unresolved cited work.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work

Reference 43

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation aa19d5e8-c5ec-43ae-9cca-5dbfcd6f3040 · outbound

This paper cites & Zhou, T.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Zhou, T

Reference 44

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Observation 0c7fac31-868a-4931-bac0-018daab9bdc6 · outbound

This paper cites The Moltbook illusion: Separating human influence from emergent behavior in AI agent societies (2026).

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

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Observation 57b25d79-7407-440b-8857-1a6384ec6711 · outbound

This paper cites Md Motaleb Hossen Manik and Ge Wang.

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

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Observation 95bb9ea9-3e11-4863-b6f1-c09f64695e35 · outbound

This paper cites & DiFranzo, D.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & DiFranzo, D

Reference 47

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Observation 46104a2a-e259-4d68-829d-8177a48ee98d · outbound

This paper cites an unresolved cited work.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work

Reference 48

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c49804c7-e136-4645-a889-2ecad8e698db · outbound

This paper cites Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics8440–8451 (2020).

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

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This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

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

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Observation 2239b6a7-39d9-440d-86c9-dee4c45e50f1 · outbound

This paper cites an unresolved cited work.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work

Reference 51

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Observation c8c95431-a2e2-43c8-b875-56bc1814bcb6 · outbound

This paper cites an unresolved cited work.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Unresolved cited work

Reference 52

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Observation 873ac4a7-7c2b-4ae3-81b4-c16d326531e5 · outbound

This paper cites Media topics.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network Media topics

Reference 53

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Observation 95b16037-57bc-4823-87b7-53c9bd5a1aa4 · outbound

This paper cites More than a feeling: Benchmarks for sentiment analysis accuracy on multipolar data.Proceedings of the AMA Marketing Science Conference(2022).

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

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Observation 7f78afcb-eb2a-44a3-9f35-f1ff70714132 · outbound

This paper cites The problem of meaning in primitive languages.The Meaning of Meaning296–336 (1923).

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

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Observation 3b8a5363-2c29-42b9-bb2c-9c4b82339869 · outbound

This paper cites & Dolan, B.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network & Dolan, B

Reference 56

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Observation e7322729-c72a-4eee-af21-09cb3060c16f · outbound

This paper cites F.et al.Lost in the middle: How language models use long con- texts.Transactions of the Association for Computational Linguistics12, 157–173 (2024).

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8921a235-f9bc-4937-99a6-c121e7c09ed4 · outbound

This paper cites J.A Cognitive Theory of Consciousness(Cambridge University Press, 1988).

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 85d73815-9cfe-471d-b0ea-9fe9d906e50d · outbound

This paper cites You’re not building the future—you’re debugging your loneliness.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Pith citing papers

Observation 250c5d20-9e0d-475b-9e8b-f7925cb35996 · inbound

When Agents Talk: Discourse, Manipulation, and Risk in an Agentic Social Network cites this paper.

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

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Observation 394f0ddf-97a4-43a4-a715-9f28426ac6dd · inbound

Attraction, Not Adaptation: How AI Agent Communities Develop Distinct Linguistic Identities cites this paper.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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