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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 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.

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 2026-07-24T06:31:00.690269+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 fuzzy26
  • unresolved0
  • 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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:7a5d6e8a1808b35a9523db550b3c9a43239ed27f7cd19125cea7acb06b3932ec

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

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verified fuzzy
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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:59644ea8362c81f520245064fa2768939379fa3b4f22c7299d3ccf68915a8d90

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:1ccb888351947578b0208740468b2d10c3b7eab03e43ed924f45d2c8a0a49db9

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:f1d0edac9429ebebec8e26294f2da90d9af6e2319a4f94183396cacf93e10852

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:ea67254343e33f08c8f0798faa5c8a296a28a983c3b17030bc2fe498b42b68d1

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 2026-05-15T15:36:13.237842Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:08f99e2c94108061f7897db10be8f6f6a7eb1d62e30fbafc12c0cdd743ee5953

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:54b253beb3eda8060960e0e50bc850a650ac8b452aaaf868a2de5fd7042b00da

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c7b4be24b77cb748fc395dd17b0df356a0590880fe7f1d62e5bd982d3c06a7c7

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d18edfeb8db155d0dc07ec3fc9cbc8d709256337f087e70e1e42f8636c670167

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:0c114e83f409a73e1abc85a0657685d9498bc92c6f91e198263a117f24d75781

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:126aa5edbf9d72349171c260320d2e3aa59f849eb6cb256059b0d26673cf95d5

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:9f57419ea216d06103e4b5326438681977c38ab71113f7a27e2a3c0d0421248d

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:24fc6988412fc599de239066963e3109afcf36d75a7e54b8e392633277006419

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d708ed969241bafe4111949cec4c2fe893902a4656c20330c21209141608d022

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:552435582bc3abfe491c7366c404223fa44bf41904a9b6f94b1d56d3cc2a0924

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:099088bc3bcf9c7b3f6b3f1cee8abdbb095df8bfe41c74dfeade8b10a2fe58a5

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:1828875df5781fc030b1cc83974fc10cd58b7544aa3db5e18a5fcd3d363a5d40

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:e6c5529f96a5d8ed96cd97eb0be3b9402b93abf246bf3a47ebf7c4dace6567cd

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:e37f035bfbf9a59a0f60149da649f89cfbdff3c85cc62ff847a8411e92f7f22b

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:6a5a7e798afe3337993dbab8c6aa88ffeca4219773cdf218c48b3dd14293491e

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:9646ca2ded45c55f582162d0b3869b58a6eda5abe7dddbc8394f314cdb1f906f

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:0c32a8cb8f5588b0c370c165a902abb5af4d67719f0a491d02af3be3d2b6add8

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

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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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:41985bbf535d0c70327f1e3172f18747555f6614c4dcf9f037152917a12b8be2

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:bc8f081614103ac229d491f2178e2ba8246771e9f05137f7ae0f0f4994b94b54

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:b90896a57faa70ae44078ba6c4bdd5c31b3186d39261e83ac2a040208d8858ec

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:ecb25c7b2879ef5cfd9c04b5c608ccdf922fb7947bc32d41f8e2edf28ad02a91

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:ccf9dd6ee9c118d2d4b89b57770f3fba29cd976ef9095400b70e0a303d9efe19

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:951102971ee3a4ed81d839278151156f5d5b443d9aea4ce4fbda8a7449d40c08

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:9ab7aa17b769d3522d844ecde072d70dd68bbb81b5b33b11913f97c5ffe6e60c

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:16fb5b004e3c4a7b0a4ca4ba62aa774b8525c5f686deaf9ce27e1a0a6272a1c6

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:8e46a5d97de6b148d89f533d163401add0f4bff60836146f40bc2cce77a652b9

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:df30ca9e280d7fabcf62cabdadb14f71f68ffac72527fb64b4927507b8c2ccf6

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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No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c6f2c4330455cabf99af141286b06bf79ecc992e32ca30f2309e0a5a1d02f671

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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raw_fallback, observed 2026-05-15T15:40:10.131086Z

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No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:372bd80350a9dac17f74c1b7cafa84b9b298a9fed92577395d22e3ac027c25d6

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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doi, observed 2026-05-15T15:36:11.280800Z

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No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:4c47c1788f2fb30bce1a96f97fbec0bf80a2fc0afb80d325e1ea5e0df1bf7a17

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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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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:37f9472f4ffd0d68daa3eac9a001bd1fc2cc3cb556c9b79d1234396d057678d8

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.108377Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:38b587da3ed4a89aad4999e9300195afd6c60c0ead10609a17783df8063b0a8c

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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local_arxiv, observed 2026-05-15T15:36:13.214201Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:72b2313a552f6fb45de2590899080da2c0b6f2ef10581aa3246bb0aebcc103e8

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.139028Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:320cb83c432bcdb7a927c470da85e5bbb22d7f73a1a80a70bf2e75fa909b75d5

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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doi_truncated, observed 2026-05-15T15:36:11.267932Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5ddfe774716040fc31aa01096a672b8ab63c7e977e74d0dce2a8b0f202abb006

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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raw_fallback, observed 2026-05-15T15:40:10.080144Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:a5fb5718f9a9176c9f5f34c52ddf77ca652d410236598e93b70c2ba6363f0df3

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.083939Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:28a9791e7f1520befeee6079685f2291ebbb39292d40dec7962aa0fa7734298e

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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raw_fallback, observed 2026-05-15T15:40:10.134889Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:f6aa99d07d56746118bf3890123d0657c403222079b4221dad179d3ae04f2ff0

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

Resolution
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arxiv_id, observed 2026-05-15T15:36:13.106751Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:800f4b6e183c2b50663f1e3209ae46dc8ba948009c1fec2f718b8d47aade4d8f

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.119097Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:5c194f57dd6219ec2b88d4a47c216d6014a403d16482213a4cc1e5e3c5b9f63e

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.138618Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c7beea9edf99143a4e6bdc0499bc9540d5411cc81d87f1b6746c1b124a2e14cf

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

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:36:13.226411Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:ce9ad469dd15a1f0353f57df4bcb7a9d4ef05b43398f3511081e4829197e894d

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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raw_fallback, observed 2026-05-15T15:40:10.096522Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:12909494d6511774ea9f680c4b761ddc724c4e0eb9afa4a1c734c0100402d87a

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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raw_fallback, observed 2026-05-15T15:40:10.103347Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:25dc6826841e5ae6e98f06439bbb5488d7d48107c13bc11325b3080c895971eb

Observation a2164993-a96c-40cd-bed0-00bb7ccad985 · outbound

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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local_arxiv, observed 2026-05-15T15:36:13.232035Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:d8e1b7b5bd072fadd25bbf15d5f54b570d7f14f535de924531384b5d1f0da212

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.062630Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:c3661b005e39103cc23bc0bf14cba2c7d514a21af2e030379c76d08dc1c937ba

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.053544Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:48fb43fb82ae532797f0e3933800bce74d54a1c19f78e3233d2484fa3e0554af

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.152323Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:395d3ff9977dc8fe5d1301314ef4efe6c2ec549c035465181f6c2f67b6714caf

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.058514Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:4a124451a7941e1a1bea06d90bfd33c7d1e1193dd8e482d650fb15c29daf69e3

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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verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.112970Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:2fa5a2cc20761d5f4784c0f1cc37c83b95ae0e13190527e227a37f6ff4d19587

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.143088Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:3b56c00424379224e8b93211c81dee1230b495df70f69a0756ef85de6f98e781

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T15:40:10.127165Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:70fbec11170b08032ee25c792f92b91cd770ff5671e9da54d2f8230ad5924021

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.117675Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:3ee3ef08f5194f4fa98427dfcaefd38be09b67cb70816b5d5faf1232a9a6130b

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

Resolution
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raw_fallback, observed 2026-05-15T15:40:10.122228Z

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.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:7c7e332357bed48d281e5ebfc4e8de67aa506ae98988297ce325369272274e00

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

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T15:15:47.416634Z

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.

source=pdf_text observed=2026-06-30T17:14:55.326173Z digest=sha256:faaa150114c94630e365b44a7acddd4c7db0bad59c3676d9e04a54b7e1210ecc

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

Resolution
verified exact
local_arxiv, observed 2026-06-30T17:14:57.363617Z

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.

source=pdf_text observed=2026-06-30T04:28:55.758970Z digest=sha256:8025968b3ac33087c7b75dbfa1cf0e1c0fba6f79531fb78b4441e6e07531ce3f