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Paper Citation Record · LEDGER

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents

As of 15 August 2026, this Paper Citation Record lists 100 of 159 outbound references and 4 inbound Pith citation observations for arXiv:2507.10644.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.10644 v4

Coverage vector

measured 100 of 159 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:35:28.803926Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:05:39.785271Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T13:31:25.071759Z

Reference resolution

100 of 159 outbound references displayed

  • verified exact2
  • verified fuzzy3
  • unresolved93
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64f5e5c5-4c47-4935-a20a-14e62a3d7988 · outbound

This paper cites Introducing GPT-4.5,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Introducing GPT-4.5,

Reference 1

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no resolver link, observed 2026-08-06T17:35:28.341539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:35:28.341539Z digest=sha256:758bbe15a6a1c218aa7538ceefaae92a321e5edf465caaf3af1acbcb198686d7

Observation d3d5ed7a-8a6d-44bf-af07-b2f29af159c3 · outbound

This paper cites Gemini 2.5: Our newest Gemini model with thinking,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Gemini 2.5: Our newest Gemini model with thinking,

Reference 2

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source=pdf_text observed=2026-08-06T17:35:28.346956Z digest=sha256:e31563c46e73486198d59353ba84a78acd125e3244ed8cd31b487aa442862c4f

Observation 4fc7a68e-0059-464c-8133-745670294a68 · outbound

This paper cites Claude 3.7 Sonnet and Claude Code,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Claude 3.7 Sonnet and Claude Code,

Reference 3

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source=pdf_text observed=2026-08-06T17:35:28.351375Z digest=sha256:7dc67cf2f903f9be5ea4815f2b63c0df1ff9725adb70e9f732ffef5436bcbc0e

Observation 32f9e697-664b-40f9-8fd4-305c4a377a57 · outbound

This paper cites Grok 3 Beta — The Age of Reasoning Agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Grok 3 Beta — The Age of Reasoning Agents,

Reference 4

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source=pdf_text observed=2026-08-06T17:35:28.355489Z digest=sha256:af1995c55214704e82aff57da7bf0ddc209ab1a3696cfc4ca826f03ae9e251ac

Observation 912e20f5-a306-4e08-adf7-8a62c955f877 · outbound

This paper cites Large Enough: Mistral Large 2,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Large Enough: Mistral Large 2,

Reference 5

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source=pdf_text observed=2026-08-06T17:35:28.360081Z digest=sha256:28d862b5aec312b86df8a95b7a3deef67ad9327bca385adece3ceda34356de42

Observation 50265918-2dc1-47fd-91a4-76205d62592d · outbound

This paper cites Alibaba unveils Qwen 3: A family of hybrid AI reasoning models,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Alibaba unveils Qwen 3: A family of hybrid AI reasoning models,

Reference 6

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source=pdf_text observed=2026-08-06T17:35:28.365057Z digest=sha256:57f09d4bff0304dc27952ad2d4dabccc7c9d199bde3da08fca8b2acb3ffcbd3d

Observation e583856d-5cb4-49cb-9314-8a1d8aaefde9 · outbound

This paper cites Emergent abilities of large language models,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Emergent abilities of large language models,

Reference 7

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source=pdf_text observed=2026-08-06T17:35:28.369900Z digest=sha256:ee5c882bc8c2f728e8bd0b698a730ba1b3d5fcb376465ad8789ac989ef2858e7

Observation a8a49562-02fc-47bb-ab37-981595239ae7 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 8

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source=pdf_text observed=2026-08-06T17:35:28.374720Z digest=sha256:4457d05ae78e558ad0332a3d349d2068b0afd598d7da2b6489cb4872f2466d50

Observation cc9ccb50-a986-4012-8f97-eb071ccb5f54 · outbound

This paper cites Function calling and other API updates,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Function calling and other API updates,

Reference 9

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source=pdf_text observed=2026-08-06T17:35:28.379329Z digest=sha256:782337a165843e6856c0f00942831d5a949f43b19dd3e2d1881c124b83e09b3d

Observation 71fb06d0-d210-4142-a36f-314d9c5149d4 · outbound

This paper cites Model Context Protocol (MCP) specification,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Model Context Protocol (MCP) specification,

Reference 10

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source=pdf_text observed=2026-08-06T17:35:28.384034Z digest=sha256:dacbdb585c056b1c7b1011090870bd0c6f52a7bfa104591f90cb3e38c2cf3403

Observation 0c40ec1e-c053-49ff-b08c-c2c313e4d0dc · outbound

This paper cites Agent-to-Agent (A2A) protocol specification,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agent-to-Agent (A2A) protocol specification,

Reference 11

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source=pdf_text observed=2026-08-06T17:35:28.388818Z digest=sha256:43fda9d66de271a4fae00f8e9a20574672ebb2fb6a720aab73a0dddfe053fc9c

Observation 22413291-1909-481b-bdc4-36df1a7be05e · outbound

This paper cites Weiss, Ed.,Multiagent Systems: A Modern Approach to Dis- tributed Artificial Intelligence.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Weiss, Ed.,Multiagent Systems: A Modern Approach to Dis- tributed Artificial Intelligence

Reference 12

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source=pdf_text observed=2026-08-06T17:35:28.393818Z digest=sha256:a8554627189acae025d3b688be7b5157a8d5b6f9a47327b6c1d7998a419bad6e

Observation 161a5bd6-172e-4aef-8ad2-4a3c8a8d0753 · outbound

This paper cites The semantic web,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The semantic web,

Reference 13

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source=pdf_text observed=2026-08-06T17:35:28.398443Z digest=sha256:ea477356b9d704d3258a052fb2d254574ab480a400282dabe4730f8c028125db

Observation 83de21ed-ab75-4e5f-b844-506af5e1fad5 · outbound

This paper cites Semantic web technologies,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Semantic web technologies,

Reference 14

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source=pdf_text observed=2026-08-06T17:35:28.403044Z digest=sha256:03a2620930ba412e230bf69f06e492ceb3586f909f02587da1436fc48bdad406

Observation 7b0838bb-51bb-45f5-b0bc-531dbd2fd7ee · outbound

This paper cites Semantic web as the next generation smart web,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Semantic web as the next generation smart web,

Reference 15

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source=pdf_text observed=2026-08-06T17:35:28.407214Z digest=sha256:1db6ce784d8d23608d6e550a1c7463e904c48d231b81c335bdcb74f0fb6b5efc

Observation d807bfd1-1e43-442a-b568-d19a8ec35e06 · outbound

This paper cites Towards a new synthesis of ontology technology and knowledge management,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Towards a new synthesis of ontology technology and knowledge management,

Reference 16

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verified exact
doi, observed 2026-08-06T17:35:29.200413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:35:28.411764Z digest=sha256:322c8bdf94eae26b2130adb9cb0f6ccc828933e8bb4a9ad35924d9d478ae85bc

Observation 1231c325-6293-453d-a823-14bdb6f0bfd3 · outbound

This paper cites RDF vocabulary description language 1.0: RDF schema,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents RDF vocabulary description language 1.0: RDF schema,

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:35:28.416246Z digest=sha256:23050d5699cc6be0c5123bb270fe9ca5cbd4150954889d107a12f609bbb3d034

Observation 689f1caa-aba3-430c-8a45-d2aff7059813 · outbound

This paper cites OWL web ontology language overview,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents OWL web ontology language overview,

Reference 18

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source=pdf_text observed=2026-08-06T17:35:28.420791Z digest=sha256:31ee443548a4e206eac8e050c08b7fa11529a85d3be707d830f8bd32923bddd0

Observation f931f83b-e176-43c6-970f-57df04a2610d · outbound

This paper cites A decade in hindsight: The missing bridge between multi-agent systems and the world wide web,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A decade in hindsight: The missing bridge between multi-agent systems and the world wide web,

Reference 19

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source=pdf_text observed=2026-08-06T17:35:28.425960Z digest=sha256:782baaf724bd7c17ede5a648d6367892b049c645c2fbe5af50b6319b1d1192eb

Observation 2c1d0344-5909-4687-9181-913292a3b121 · outbound

This paper cites AI agents vs. agentic AI: A conceptual taxonomy, applications and challenges,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents AI agents vs. agentic AI: A conceptual taxonomy, applications and challenges,

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:35:28.430698Z digest=sha256:9073aca0a4a440fd253a9686c55d5e390848fb5dbe06512e8e7c1c96892fa628

Observation d0512247-b5ea-4adb-ab04-842f47560de6 · outbound

This paper cites Agentic AI: Autonomous intelligence for complex goals—a comprehensive survey,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agentic AI: Autonomous intelligence for complex goals—a comprehensive survey,

Reference 21

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source=pdf_text observed=2026-08-06T17:35:28.434959Z digest=sha256:3f495d8df1fd54c983046c96d1695e905ba71c43be6706257a67f71e86c44477

Observation 8ba4dfaa-aaf9-46e4-b9d2-4dae2e9e4cee · outbound

This paper cites From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review

Reference 22

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source=pdf_text observed=2026-08-06T17:35:28.439145Z digest=sha256:cf09b7478a5325af52b0b47f7dbeee9f412223fe23773235d633bd56e0e0f3a3

Observation cbf0baf5-a125-4dbf-8510-83870e0faccc · outbound

This paper cites A survey on large language model based autonomous agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A survey on large language model based autonomous agents,

Reference 23

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source=pdf_text observed=2026-08-06T17:35:28.443884Z digest=sha256:df4fffcfacf826528e68fd3b6b831e08d9dadefa0962902003a5c270611b5a58

Observation 7e51b79d-4aa7-4a3a-a3b7-5b84cf46e789 · outbound

This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)

Reference 24

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source=pdf_text observed=2026-08-06T17:35:28.449383Z digest=sha256:bbcb9899bdc428bb92b68867215e7e1716b34231fe9b8950c889a1899f135aeb

Observation e1498582-f12d-4307-91b1-b5cea406cfe4 · outbound

This paper cites Agent Network Protocol Technical White Paper: Towards an Open Internet of Agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agent Network Protocol Technical White Paper: Towards an Open Internet of Agents,

Reference 25

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source=pdf_text observed=2026-08-06T17:35:28.454606Z digest=sha256:09620750d6a06bbd33542e10615fa2e13ece76821be370790f9457fb952b6a35

Observation 5ac2622f-dc10-4162-b434-3191ee0de04c · outbound

This paper cites Generative to Agentic AI: Survey, Conceptualization, and Challenges.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Generative to Agentic AI: Survey, Conceptualization, and Challenges

Reference 26

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source=pdf_text observed=2026-08-06T17:35:28.460057Z digest=sha256:057efc41465a8fac9653e80f1f5d330c476a51566a3c9a4d787204fd2063f777

Observation ea3b1d71-5efe-4c6f-99cb-c5686bc551ec · outbound

This paper cites Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems

Reference 27

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source=pdf_text observed=2026-08-06T17:35:28.465164Z digest=sha256:f4e47f6d53163fde193cbc6f0418e236cee08446f0b10fe12b661661f0c00328

Observation 7b2bf351-3887-411c-8686-bcfe21e8675f · outbound

This paper cites The PRISMA 2020 statement: an updated guideline for reporting systematic reviews,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The PRISMA 2020 statement: an updated guideline for reporting systematic reviews,

Reference 28

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source=pdf_text observed=2026-08-06T17:35:28.470192Z digest=sha256:59303c9f8725ee13b535ca3913fa1cbfbd77bdd4d7a3b8f3289a0d92e31dc7d5

Observation b634c02e-9cbb-4f13-b04f-cb364d0efbc9 · outbound

This paper cites Distributed artificial intelligence,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Distributed artificial intelligence,

Reference 29

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no resolver link, observed 2026-08-06T17:35:28.475164Z

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source=pdf_text observed=2026-08-06T17:35:28.475164Z digest=sha256:677f6eb4f33d7d57d206c08c7842e31a96c8c195059536e0de02404739f13c71

Observation 04262a17-9cde-4d2a-8d05-59d566bb7b84 · outbound

This paper cites BDI agents: From theory to practice,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents BDI agents: From theory to practice,

Reference 30

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no resolver link, observed 2026-08-06T17:35:28.480379Z

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source=pdf_text observed=2026-08-06T17:35:28.480379Z digest=sha256:a5e4b5f17ddd6b272129886a9fb4b2f6da512d375855776ebb3cf61bb4b84008

Observation ec00389b-8f6f-4aa9-b6d2-9675977f8463 · outbound

This paper cites KQML as an agent communication language,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents KQML as an agent communication language,

Reference 31

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metadata mismatch
raw_fallback, observed 2026-08-06T17:35:30.426360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:35:28.484769Z digest=sha256:ff2f337cc6de2b7b5911da22d83d06e7ed51110b16a72ff1fab78c7790e20c3f

Observation 8ed843cb-4da3-453c-a2f4-db281205b508 · outbound

This paper cites FIPA ACL Message Structure Specification,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents FIPA ACL Message Structure Specification,

Reference 32

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source=pdf_text observed=2026-08-06T17:35:28.489686Z digest=sha256:4c53afe01d2871670e013bc0b9961c185defbda2de06073dfdc4f3ed3a110de8

Observation 1e43fd3d-a76d-4d90-a2d6-2771f5ebe90c · outbound

This paper cites JADE: A FIPA- compliant agent framework,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents JADE: A FIPA- compliant agent framework,

Reference 33

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source=pdf_text observed=2026-08-06T17:35:28.494119Z digest=sha256:0fb0a8fbc1721092c76ede6c8dabf19b05a33d07320da38f54344b97729f389a

Observation 81889c11-0a96-4a81-8c46-ffa7141ae53f · outbound

This paper cites an unresolved cited work.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-06T17:35:28.498874Z digest=sha256:17c269c2672a6ff8bd6262a11a1f92e21ac95a091c0c696c80860701fbe4e194

Observation 6605da7e-e3c9-4038-8999-f71d2d1de530 · outbound

This paper cites Intelligent agents: Theory and practice,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Intelligent agents: Theory and practice,

Reference 35

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source=pdf_text observed=2026-08-06T17:35:28.503191Z digest=sha256:4a20ae641e923d2b855249a49414d00c00a92cf6de08d25edd60eef752a26069

Observation 7bb30879-ab5a-4b2d-af97-04ed17a4ad91 · outbound

This paper cites AutoGPT: An autonomous GPT agent,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents AutoGPT: An autonomous GPT agent,

Reference 36

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Observation dcf8a409-f2f4-46b5-8ae2-7edcb14090f5 · outbound

This paper cites Wooldridge,An introduction to MultiAgent systems, 2nd ed.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Wooldridge,An introduction to MultiAgent systems, 2nd ed

Reference 37

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source=pdf_text observed=2026-08-06T17:35:28.511891Z digest=sha256:05870c9b0f64db047aa26d068fb03b4a40853cfc7a1ffd869d414f2877bcf9ea

Observation 80cd1387-c3db-4b85-a461-67942cacc2de · outbound

This paper cites A retrospective view of FA/C distributed problem solving,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A retrospective view of FA/C distributed problem solving,

Reference 38

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source=pdf_text observed=2026-08-06T17:35:28.516662Z digest=sha256:b3b4e3c932dd0a74e941b07a2a544386ef10a2ae95c762207f94172d398c8922

Observation 67b8f250-db9f-47f6-b2df-30787be86b2a · outbound

This paper cites History of FIPA,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents History of FIPA,

Reference 39

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source=pdf_text observed=2026-08-06T17:35:28.521140Z digest=sha256:3ff2ce1d01c919261a5c19ca8ac823a600c2c8bc0624736191c964c04b5dc9d2

Observation ea6694cd-7907-45ff-a873-195aa061b826 · outbound

This paper cites Specifying protocols for multi-agent systems interac- tion,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Specifying protocols for multi-agent systems interac- tion,

Reference 40

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source=pdf_text observed=2026-08-06T17:35:28.525431Z digest=sha256:dc50cedbefe1c40d1062befa361e093f970d9f21d75c952a387449af4e201e97

Observation 983e1ae5-7446-43b0-85a5-c2b56318b155 · outbound

This paper cites Semantic web and declar- ative agent languages and technologies: Current and future trends,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Semantic web and declar- ative agent languages and technologies: Current and future trends,

Reference 41

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source=pdf_text observed=2026-08-06T17:35:28.530674Z digest=sha256:e17261c2867184b9a1cc2d47ce6db7a582e316fb26b210e150119989e6beb22b

Observation 1b312f28-1018-4935-83f2-c578d8eeb0b6 · outbound

This paper cites Semantic aware multi-agent system ad- vantages,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Semantic aware multi-agent system ad- vantages,

Reference 42

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source=pdf_text observed=2026-08-06T17:35:28.535217Z digest=sha256:3a529eaff854ae208d574a16e99ed9242f32a1478e54ea16c7dde8c590ee29dd

Observation 9f048c8b-6a8f-4c9d-a5fe-7536b619a660 · outbound

This paper cites Bridging multi agent systems and web services: Towards interoperability between software agents and semantic web services,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Bridging multi agent systems and web services: Towards interoperability between software agents and semantic web services,

Reference 43

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source=pdf_text observed=2026-08-06T17:35:28.539734Z digest=sha256:a0514b301a495dd80431591bcb7b8d6fd1fba3a32bc882886bea18cccecb0cc2

Observation e88f9093-bc9b-4ff1-a1cd-7570b1b427a1 · outbound

This paper cites A middleware architec- ture for semantic web services,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A middleware architec- ture for semantic web services,

Reference 44

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source=pdf_text observed=2026-08-06T17:35:28.544445Z digest=sha256:2f6d85cd0a7eec3a0c2499c63358abbee8b3241f3adc1e77a971f5ac18674dd8

Observation c35bc9db-0b6c-4037-8c86-e8b82ebccc19 · outbound

This paper cites Middleware between OWL and FIPA ontologies in the semantic grid environment,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Middleware between OWL and FIPA ontologies in the semantic grid environment,

Reference 45

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source=pdf_text observed=2026-08-06T17:35:28.548935Z digest=sha256:1eb9f48230fd2f440272069f2a2ab6225e42fdae7aff542da1448d6866485743

Observation 93cb7526-7265-4692-bcd8-6bc40f7f8cc0 · outbound

This paper cites RDF primer,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents RDF primer,

Reference 46

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source=pdf_text observed=2026-08-06T17:35:28.554036Z digest=sha256:0d04d611d7cd49efae41128b9edfa8571614399297c49cd126da36f1ba82ac44

Observation de7ca024-1dfb-40ae-89e3-f10866cb171b · outbound

This paper cites OWL 2 web ontology language document overview (second edition),.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents OWL 2 web ontology language document overview (second edition),

Reference 47

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source=pdf_text observed=2026-08-06T17:35:28.559463Z digest=sha256:ef6648ea67d8d5af61446b0082bbf67bedfcd4ff3574d6a9dffce8113ba7170e

Observation d3bc0e46-2abb-4042-b2a9-09fc3854e709 · outbound

This paper cites A taxonomy of web agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A taxonomy of web agents,

Reference 48

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source=pdf_text observed=2026-08-06T17:35:28.564249Z digest=sha256:e539b08a3833cdff99634a93968b8522499c0570ad870d59eef12df4e9b0c21f

Observation 79e10020-831c-4769-8519-5895e59bd0ac · outbound

This paper cites The semantic web revisited,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The semantic web revisited,

Reference 49

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source=pdf_text observed=2026-08-06T17:35:28.569176Z digest=sha256:cb3e3293e386682583d4bf709d6be8799e7f05274232d7230b5376242f18c09e

Observation d0fd2872-b6c2-44a8-8c0c-7e2408052d77 · outbound

This paper cites Incentive alignment of business pro- cesses,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Incentive alignment of business pro- cesses,

Reference 50

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source=pdf_text observed=2026-08-06T17:35:28.573809Z digest=sha256:3d8c5123a41350dab3d0d567c74579c96c0ed2b788dbaedc62410771f63e7797

Observation 73136fe9-43ce-4950-8403-4b8fe7c9d7ff · outbound

This paper cites Simperl, R.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Simperl, R

Reference 51

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source=pdf_text observed=2026-08-06T17:35:28.578618Z digest=sha256:d7bd648577ab4edd3838085696d5aa7ebb6861a09b6279f3e2b729a6bad1a9e5

Observation 2a27f05f-87d0-45d2-93a4-3f6174d5fcbc · outbound

This paper cites Siorpaes and E.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Siorpaes and E

Reference 52

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source=pdf_text observed=2026-08-06T17:35:28.582898Z digest=sha256:8bb6d63772c55132ff9b4b8abf0db2d68d599e4c5b9b2824b561c04e601715ec

Observation 15d40ae3-645d-4838-a820-9a4debc883af · outbound

This paper cites Schema.org: Evolution of structured data on the web,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Schema.org: Evolution of structured data on the web,

Reference 53

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source=pdf_text observed=2026-08-06T17:35:28.587115Z digest=sha256:6d9d961198c0b5b0deb43c97aa4285b589594e2ee1e7e63e18ec4719ccdfd629

Observation 33bf0f54-4daf-403c-a803-1ada21822e8e · outbound

This paper cites The open graph protocol,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The open graph protocol,

Reference 54

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source=pdf_text observed=2026-08-06T17:35:28.591630Z digest=sha256:f47f7d5dac626dd714e4415027fa9e38ee1a3fda922ac7a10caa0ffa3dfc970e

Observation 9182a01f-8d38-45a1-927c-4fd455c45140 · outbound

This paper cites DBpedia – A crystallization point for the web of data,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents DBpedia – A crystallization point for the web of data,

Reference 55

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source=pdf_text observed=2026-08-06T17:35:28.596905Z digest=sha256:f5408c79a55830f49e278e8166a7a2dcff860d52e22782eaedaf7bef91851b26

Observation ad6785cc-68b9-46e9-a0c8-26a787bbdef5 · outbound

This paper cites Wikidata: A free collaborative knowledge base,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Wikidata: A free collaborative knowledge base,

Reference 56

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source=pdf_text observed=2026-08-06T17:35:28.601445Z digest=sha256:c5de00f76adbe1b94f8edee752f9b0ed2816b404afb72c0147ccd71026f98910

Observation ca843b02-1fc7-4279-a460-e476416f9375 · outbound

This paper cites One schema to rule them all: How Schema.org models the world of search,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents One schema to rule them all: How Schema.org models the world of search,

Reference 57

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source=pdf_text observed=2026-08-06T17:35:28.605406Z digest=sha256:3fb39af95defabe652ace39c83f525ce50c223de15abba540f77f00b1a3fc13f

Observation b2fe0093-da09-4097-b693-28eb7d44a6b3 · outbound

This paper cites Web intelligence: New frontiers of exploration,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Web intelligence: New frontiers of exploration,

Reference 58

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source=pdf_text observed=2026-08-06T17:35:28.610516Z digest=sha256:29a552e4a1665d9a7eb20f2e5d6c61d22a10c6c19f0a1facbbb94905abc608a3

Observation 5037c18d-a910-4f4d-a1b4-18acf033e3ac · outbound

This paper cites The 23rd IEEE/WIC international conference on web intelligence and intelligent agent technology (WI-IAT’24),.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The 23rd IEEE/WIC international conference on web intelligence and intelligent agent technology (WI-IAT’24),

Reference 59

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source=pdf_text observed=2026-08-06T17:35:28.615816Z digest=sha256:665a9ae180501c75384f9f689cc0b13f58bccb9a7b54f4ab7369919ef3d972e6

Observation 471719ee-66f5-4e76-87d6-a6ec18f943ca · outbound

This paper cites Web Intelligence Journal in perspective: an analysis of its two decades trajectory.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Web Intelligence Journal in perspective: an analysis of its two decades trajectory

Reference 60

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source=pdf_text observed=2026-08-06T17:35:28.620955Z digest=sha256:75ec8bcb9012bbd08e927c34cdd5d146af98ba2caa84192c8ca78c7e4efd496d

Observation 0d20777f-e9e4-47ab-8c59-7bdca80984a6 · outbound

This paper cites Towards a taxonomy of agents and multi-agent sys- tems,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Towards a taxonomy of agents and multi-agent sys- tems,

Reference 61

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source=pdf_text observed=2026-08-06T17:35:28.625811Z digest=sha256:10a1e1bfe30fec48fe8c871d91b75906817f39c4c3c390569c3920b7065806a9

Observation 6568eca8-45e2-4499-b936-2f51bab404c1 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language mod- els,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents ReAct: Synergizing reasoning and acting in language mod- els,

Reference 62

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source=pdf_text observed=2026-08-06T17:35:28.630019Z digest=sha256:aa3dab30e68a21e691a7996feb41ad4f37e39e3f783fc06ca2c18d683fd7d4aa

Observation a5a7bf2f-bc07-4153-b031-c3f74726f5e9 · outbound

This paper cites HATP: Hierarchical agent-based task planner,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents HATP: Hierarchical agent-based task planner,

Reference 63

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source=pdf_text observed=2026-08-06T17:35:28.634383Z digest=sha256:c4869213c4bafa966b34d1377eb740e09e05a91a19a7d75fcb1afd2fffa400e3

Observation 4b221152-913a-4b75-96f1-407552914cad · outbound

This paper cites TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models

Reference 64

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source=pdf_text observed=2026-08-06T17:35:28.639640Z digest=sha256:7ca31fb380db70336c83bfae4e614f0e480bf10c442b9c819442be8ea0082905

Observation 3751a2eb-5159-4c07-ba60-fa50f93cbd42 · outbound

This paper cites Probabilistic planning in agentspeak using the pomdp framework,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Probabilistic planning in agentspeak using the pomdp framework,

Reference 65

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source=pdf_text observed=2026-08-06T17:35:28.644936Z digest=sha256:2f973a386667d1b2c2a51eddc09703992aca87b1d12d82fa7f6fbff084ba6385

Observation 6cc2e674-ebbb-48df-b3b8-80cb55c039ff · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Tree of thoughts: Deliberate problem solving with large language models,

Reference 66

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source=pdf_text observed=2026-08-06T17:35:28.649727Z digest=sha256:6b3b464747394a6e94214a1048cb566fa5ef9d69ac3f9002d7f6ce30e1029b39

Observation 1360909f-d3f3-41f5-8182-8961b4d8f09b · outbound

This paper cites LangChain: A framework for developing applications powered by large language models,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents LangChain: A framework for developing applications powered by large language models,

Reference 67

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source=pdf_text observed=2026-08-06T17:35:28.654219Z digest=sha256:54fb71913c3012c9d477669b461d43360a4b6892f1a46a040e558d9b50deb9a9

Observation ebbab41e-cd61-4a0e-9751-b94c98d0be43 · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents MetaGPT: Meta programming for a multi-agent collaborative framework,

Reference 68

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source=pdf_text observed=2026-08-06T17:35:28.658442Z digest=sha256:275a27df71bcc234ad7a3697b419f0f7440d8dc26af71528a0b07917af312fbf

Observation d6ee2f6a-1bdb-4aed-a76e-7327907fce5c · outbound

This paper cites Crewai: Framework for orchestrating role- playing, autonomous AI agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Crewai: Framework for orchestrating role- playing, autonomous AI agents,

Reference 69

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source=pdf_text observed=2026-08-06T17:35:28.662667Z digest=sha256:1f963bee286ba3e59aebe56d3796d9802a526f7811849f9ac20fdecec40fb191

Observation 6ec16fe1-14fd-4621-b450-bec2e0e7ea48 · outbound

This paper cites NLWeb: Bringing conversational interfaces directly to the web,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents NLWeb: Bringing conversational interfaces directly to the web,

Reference 70

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source=pdf_text observed=2026-08-06T17:35:28.666734Z digest=sha256:1557114c903fbde151ee11f445356aecd82503f06f908f93c4d9b5654e53a3a1

Observation 919488a4-1acf-4f50-819f-434262285a52 · outbound

This paper cites Magentic-UI: A research prototype of a human-centered interface powered by a multi-agent system,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Magentic-UI: A research prototype of a human-centered interface powered by a multi-agent system,

Reference 71

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source=pdf_text observed=2026-08-06T17:35:28.671475Z digest=sha256:6815049f763f110965a380665006a87367b83050dfa3a08fab2ab555c3c52d5b

Observation e6a29ae3-2dd1-4072-b7a9-0cc60d96ebd7 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 72

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source=pdf_text observed=2026-08-06T17:35:28.675881Z digest=sha256:5ec9f0db764d3139dcfc2db97ba2c2e17a12891969775885a960d835f2dfbd40

Observation c0d8e664-283b-4791-bb38-1d226fa0b1df · outbound

This paper cites Build with Claude,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Build with Claude,

Reference 73

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source=pdf_text observed=2026-08-06T17:35:28.680353Z digest=sha256:36e1ed2d1d412b1b159707c49dbfa8cd66ec853727ff0022647eb228f117a990

Observation ad6a4976-0962-4217-ac2f-2fbf892a0b9b · outbound

This paper cites Introducing Operator,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Introducing Operator,

Reference 74

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source=pdf_text observed=2026-08-06T17:35:28.685276Z digest=sha256:a0b73bc2b51b81bd67c6c63899b165e27120f90b66842dbae24685cfb47fb757

Observation 497ae2dc-f267-4e71-af83-2a7c56c39dac · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 75

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source=pdf_text observed=2026-08-06T17:35:28.689508Z digest=sha256:7c850275b21ede03273e5483e45ab3f3a323eb0a77bc051de19a58495417eff1

Observation c7edfdc5-5f6d-4c89-acac-6a3656f422ea · outbound

This paper cites Introducing Devin, the first AI software engineer,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Introducing Devin, the first AI software engineer,

Reference 76

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source=pdf_text observed=2026-08-06T17:35:28.694259Z digest=sha256:fe7cb67db5a388cc72d3ef16e5ce3ae763c12f7b22ce9451e87133bbfe14ee8c

Observation b793a64a-ac52-48d5-887e-03e51782b880 · outbound

This paper cites Language models are few-shot learners,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Language models are few-shot learners,

Reference 77

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source=pdf_text observed=2026-08-06T17:35:28.698468Z digest=sha256:7e2174b176273394230863e1d80f074f5a1213a5dc1b88f57e81a0496633f429

Observation ccea51b9-c593-4780-9cf8-25303018787e · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 78

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source=pdf_text observed=2026-08-06T17:35:28.702738Z digest=sha256:86750cfecb3edd5b8009aa70b0ce0bfa176445d175d22ca30bb110877428ee90

Observation feea692b-fc20-4ad2-82ee-88b312081697 · outbound

This paper cites Agent2Agent (A2A) protocol repository,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agent2Agent (A2A) protocol repository,

Reference 79

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source=pdf_text observed=2026-08-06T17:35:28.708086Z digest=sha256:d99b7f9e51e24c4af09a76c9726285bbff880c9dbf8aae2bb496c15e6b2b7254

Observation 83eb3f8b-78c3-4774-8564-6e322e94139f · outbound

This paper cites Introducing ChatGPT plugins,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Introducing ChatGPT plugins,

Reference 80

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source=pdf_text observed=2026-08-06T17:35:28.712456Z digest=sha256:5d30732acbdfaba5244de6e160e53546c436b5f408e69b5f3b8bdffb6cd2e777

Observation 0888c2db-2e19-4e56-b030-c592a1a7219e · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 81

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source=pdf_text observed=2026-08-06T17:35:28.716791Z digest=sha256:43dbac40f54a1401cfc64c7465351187a24e713e47df37d75d98ccb6a4dce734

Observation b0866b38-48ec-4c34-b283-83a11fa30dc3 · outbound

This paper cites Borg, the predecessor to Kubernetes,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Borg, the predecessor to Kubernetes,

Reference 82

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source=pdf_text observed=2026-08-06T17:35:28.721580Z digest=sha256:03b18e95d0868d4b611ce0abc3b958dff00e22c97be95c48715ef07b36e86bf5

Observation b51e5f82-d158-4b13-b915-916f3ea91867 · outbound

This paper cites AI and ML orchestration on GKE,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents AI and ML orchestration on GKE,

Reference 83

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source=pdf_text observed=2026-08-06T17:35:28.726744Z digest=sha256:a94e9b1641d6dccb65b92646ed871d199fe9df203bd15f9b95d9fe71bcfc3e53

Observation 22fe1250-08bc-43a4-8be9-777c58e54576 · outbound

This paper cites Agentic AI on Kubernetes: Advanced orchestration, deployment, and scaling strategies for autonomous AI systems,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agentic AI on Kubernetes: Advanced orchestration, deployment, and scaling strategies for autonomous AI systems,

Reference 84

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source=pdf_text observed=2026-08-06T17:35:28.731349Z digest=sha256:63ce88b7c810b1b3c13c70eb51d085bae2f30d037bea30119e00478c83dd111d

Observation 52441496-670d-4f75-a9c3-32deee5b81f3 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 85

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source=pdf_text observed=2026-08-06T17:35:28.735818Z digest=sha256:accb82efab074ca37fe522b798390e73ce1fb6bcb712e7131f5fd078ac6b6e29

Observation 1498f6ec-587b-453d-ac2f-f82b17c9be28 · outbound

This paper cites Deep reinforcement learning from human preferences,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Deep reinforcement learning from human preferences,

Reference 86

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source=pdf_text observed=2026-08-06T17:35:28.740309Z digest=sha256:448290ccfd34d122454347f43311d52494eb0fe4752256718af1428112a51690

Observation bf1a3631-7326-4d78-bde5-1c7b3ae71ced · outbound

This paper cites A reduction of imitation learning and structured prediction to no-regret online learning,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents A reduction of imitation learning and structured prediction to no-regret online learning,

Reference 87

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source=pdf_text observed=2026-08-06T17:35:28.744485Z digest=sha256:581065cc32440d64b1d8d7cf39da9514303df7777b0f61de79897b18d5c7efde

Observation f2ea5607-6fe3-41c1-8559-561f15eadc72 · outbound

This paper cites The model context protocol: An emerging standard for AI agent-tool interactions,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents The model context protocol: An emerging standard for AI agent-tool interactions,

Reference 88

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source=pdf_text observed=2026-08-06T17:35:28.748724Z digest=sha256:a14e06cb94073c0fd2290de7153184453654f382331cb58ab9f3f5ab1ae383e0

Observation 92089679-fbea-4880-9800-a3cb4b5a1c3d · outbound

This paper cites Model Context Protocol Specification, version 2025-11-25: Tasks, OAuth 2.1, and Registry,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Model Context Protocol Specification, version 2025-11-25: Tasks, OAuth 2.1, and Registry,

Reference 89

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source=pdf_text observed=2026-08-06T17:35:28.752877Z digest=sha256:01f747aa6dad0fbe1d9f70aaffded48e7d593775ca79cccf311b6cfea25a0220

Observation 77dd5a6c-9231-40f0-879e-2d3c6cec2792 · outbound

This paper cites WebMCP: Browser-Native Extension of the Model Context Protocol,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents WebMCP: Browser-Native Extension of the Model Context Protocol,

Reference 90

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source=pdf_text observed=2026-08-06T17:35:28.757437Z digest=sha256:ee1ba68417fcb716eee2750d1d9e1a7f394faf5a86624fd96e64a9d36c3c266d

Observation bb5e60ee-28d3-42e5-b731-33e371962521 · outbound

This paper cites AG-UI: The Agent-User Interaction Protocol,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents AG-UI: The Agent-User Interaction Protocol,

Reference 91

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source=pdf_text observed=2026-08-06T17:35:28.761698Z digest=sha256:c9f537d15ae3ec5813316688c13ffda27c109dcfe8d8becc494d73df609e3119

Observation ced15aac-e22b-409d-9200-5bf3554bc93e · outbound

This paper cites Linux Foundation Launches the Agent2Agent Protocol Project to Enable Secure, Intelligent Communication Between AI Agents,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Linux Foundation Launches the Agent2Agent Protocol Project to Enable Secure, Intelligent Communication Between AI Agents,

Reference 92

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source=pdf_text observed=2026-08-06T17:35:28.766441Z digest=sha256:da60dd6bc57490fbf3f59687e2016500015121f358311c5718aaef5f4edba874

Observation 51af80f5-c4fd-4898-a570-25005a597875 · outbound

This paper cites ACP Joins Forces with A2A under the Linux Foundation’s LF AI & Data,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents ACP Joins Forces with A2A under the Linux Foundation’s LF AI & Data,

Reference 93

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source=pdf_text observed=2026-08-06T17:35:28.771523Z digest=sha256:f2e7f451ce552e5960e3fe2d7cd95ba0fb5a05d12b29ba80852573fc5628e9ee

Observation 89fd648f-a449-4e40-bb80-aa0a69dff74a · outbound

This paper cites Linux Foundation Announces the Formation of the Agentic AI Foundation,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Linux Foundation Announces the Formation of the Agentic AI Foundation,

Reference 94

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source=pdf_text observed=2026-08-06T17:35:28.776687Z digest=sha256:c71c715dfab395de63812a458be0c4ccf7efe2894c1d5789dd6d0376b1102841

Observation d93bc7ba-d778-421b-a950-4c37b3f61862 · outbound

This paper cites Agent-to-Agent (A2A) Protocol Specification v0.3.0,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Agent-to-Agent (A2A) Protocol Specification v0.3.0,

Reference 95

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source=pdf_text observed=2026-08-06T17:35:28.781195Z digest=sha256:d237f298ec3626adcb1b061459cdc2361b589b82c414a9a7d0737f9d7b89f203

Observation 09cab42d-3d07-4e5f-a1aa-cb85b4d7cc9d · outbound

This paper cites Announcing A2A Protocol v1.0.0,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Announcing A2A Protocol v1.0.0,

Reference 96

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source=pdf_text observed=2026-08-06T17:35:28.785478Z digest=sha256:6b4902bfd32a87e750894200423a9d51777e04b9fde7ef5b769e3cafd0ba297b

Observation 49c7b943-d55a-42b3-942d-aa762578bf83 · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversation,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Autogen: Enabling next-gen llm applications via multi-agent conversation,

Reference 97

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source=pdf_text observed=2026-08-06T17:35:28.789586Z digest=sha256:314118c21df73a07b0200b2a35c006e0c11701763cfc38e329e8b7f9f885be7d

Observation d6c61128-95f5-4cb3-913d-c4f592a483a5 · outbound

This paper cites LangChain: A framework for building LLM applications with tooling,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents LangChain: A framework for building LLM applications with tooling,

Reference 98

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raw_fallback, observed 2026-08-06T17:35:31.975018Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:35:28.794393Z digest=sha256:69e64978193ccfc1518371733f2c03a6d815b54066a890f92e87c892c65f6c42

Observation 0cd27efc-0b54-41e7-8eff-e168b07af718 · outbound

This paper cites CrewAI: A multi-agent orchestration toolkit,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents CrewAI: A multi-agent orchestration toolkit,

Reference 99

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source=pdf_text observed=2026-08-06T17:35:28.798938Z digest=sha256:08479ba6bf0ef52e877ce671364f733241966c2f29adfa4a2cfcb9d332e1b465

Observation 7f4452cf-3fdc-4c48-9a0b-c518595555d6 · outbound

This paper cites Introducing Strands Agents, an open source AI agents SDK,.

From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents Introducing Strands Agents, an open source AI agents SDK,

Reference 100

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:35:28.803926Z digest=sha256:7159442af315180f2dbe2deef0db9738634274087128c409631f0ee6b2d0a007

Pith citing papers

Observation 875a761d-fbf3-4b46-a66e-aa04bd1c73ae · inbound

Agentic Web: Weaving the Next Web with AI Agents cites this paper.

Agentic Web: Weaving the Next Web with AI Agents From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents

Reference 172

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source=arxiv_source observed=2026-08-06T13:05:39.785271Z digest=sha256:a72bed9c1c92655dae0cb747f2aac18a3e6fc706f25d16e4ff3bd9e7401071ef

Observation cc6275cb-f5da-49bd-adbe-812e19760024 · inbound

BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web cites this paper.

BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents

Reference 63

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source=arxiv_source observed=2026-08-05T18:55:33.629235Z digest=sha256:60b03f4b9139f4c39e8bffa2baf7efacfc25714997cdc861e494c74332746768

Observation 068c5dde-734f-4f9e-aa48-d52251acf5f1 · inbound

RISK: A Framework for GUI Agents in E-commerce Risk Management cites this paper.

RISK: A Framework for GUI Agents in E-commerce Risk Management From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents

Reference 14

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arxiv_id, observed 2026-05-26T03:04:03.343576Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-18T13:28:21.961995Z digest=sha256:06b5f3a877dd32eb6b2f3628157ac33792e2478a5b129c32431fe853ff47724b

Observation 54ec8e6d-d4ca-485f-939f-2f73b181d114 · inbound

MCP vs RAG vs NLWeb vs HTML: A Comparison of the Effectiveness and Efficiency of Different Agent Interfaces to the Web (Technical Report) cites this paper.

MCP vs RAG vs NLWeb vs HTML: A Comparison of the Effectiveness and Efficiency of Different Agent Interfaces to the Web (Technical Report) From Multi-Agent Systems and the Semantic Web to Agentic AI: A Unified Narrative of the Web of Agents

Reference 9

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arxiv_id, observed 2026-05-26T03:04:03.343576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-17T04:45:01.799128Z digest=sha256:8e7f9a004e56d713153db03c45e5b8bf30924f61dcbe906855e46779022f0c95