Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:40:30.626326Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 1 inbound Pith citation observation for arXiv:2509.02515.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:40:30.626326Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T04:31:28.242097Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T11:51:04.073319Z
70 of 70 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 43b86d2e-e3b5-49ff-a76c-026f32f4f1c9 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Computer Science and Information Systems 8(2): 255-298, 2011
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 19e7e845-8760-4b47-a39c-da300cfb6003 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Rule-Based Distributed and Agent Systems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 84558c56-e0b7-4304-a1e4-25a45fe14cb6 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 016b0620-a1da-481d-bab5-95e5886de403 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05a6f353-f83b-41e7-b7b6-37a3da309a8f · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Zhang, Elizabeth Black, Michael Luck, Philip Torr, and Michael Wooldridge
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8edb2671-907b-4f23-9ddb-8f0819346c58 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Agentic AI and Multiagentic: Are We Reinventing the Wheel?
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6805be34-a280-488f-adaa-40dd00e1bb00 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57bd2a33-157d-4eb6-a7d1-ea3e12b1151e · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems A Survey of Reasoning with Foundation Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12264476-f0c8-4753-9a35-4e204c07e3c3 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3be4bd75-fd9d-44f8-9ec8-002ba32018ff · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems White, Doug Burger, Chi Wang, AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation, COLM 2024, LLM Agents Workshop ICLR’24, https://github.com/microsoft/autogen
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6ff7df82-3cbe-484d-90b9-56c24bbe508e · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 194eb0e7-ce82-4ad5-b2d2-ac92844c745e · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems ChatDev: Communicative Agents for Software Development
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1708a9c4-8e32-4b62-8efc-7479e95884e1 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Generative Agents: Interactive Simulacra of Human Behavior
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7add6cd-ff69-4c2c-9d43-5b565afc9281 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems User Behavior Simulation with Large Language Model -based Agents, ACM Transactions on Information Systems, 43 (2), 55, 1-37, 2025
Reference 14
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Unavailable: canonical work link unavailable.
Observation d653dd9d-4478-4ecf-9e36-1ac0447e5fc3 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems ReAct: Synergizing Reasoning and Acting in Language Models
Reference 15
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Unavailable: canonical work link unavailable.
Observation ea42cff1-c84f-4ff3-a9b0-7c7aae2d43f3 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 16
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Unavailable: canonical work link unavailable.
Observation 2a7592dc-e10e-4bee-b715-c78233fe74a6 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58d9688c-89e6-4708-90bc-8076b249be7a · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems ExpeL: LLM Agents Are Experiential Learners
Reference 18
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Unavailable: canonical work link unavailable.
Observation e8a4907a-702e-4261-8b3d-80f420475dcc · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 19
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Unavailable: canonical work link unavailable.
Observation 9b0582d6-350a-4616-8def-af66fc108304 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems TPTU: Large Language Model -based AI Agents for Task Planning and Tool Usage, arXiv, 2308.03427, 2023, https://doi.org/10.48550/arXiv.2308.03427
Reference 20
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Unavailable: canonical work link unavailable.
Observation 2fc9f3d0-d6a2-4b52-927f-9154bd96a280 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems OpenAgents: An Open Platform for Language Agents in the Wild
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7900a154-737b-42aa-8e04-82be352a2b99 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems MemGPT: Towards LLMs as Operating Systems
Reference 22
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Unavailable: canonical work link unavailable.
Observation 766b990c-50e8-49ac-8b3b-12025653415b · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Griffiths, Yuan Cao, and Karthik Narasimhan
Reference 23
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Observation c83654fb-0a8e-48e9-9161-e685c229ef7b · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction
Reference 24
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Unavailable: canonical work link unavailable.
Observation b43137fe-d2d1-414a-85b5-d4885ea14a3e · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Toolformer: Language Models Can Teach Themselves to Use Tools
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8654c939-f1ea-452b-92fc-70b0e9a4686d · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 26
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Unavailable: canonical work link unavailable.
Observation 9316f56e-c102-47f1-ad51-6cf7b94641f3 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Foundation Models for Autonomous Driving System: An Initial Roadmap
Reference 28
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Unavailable: canonical work link unavailable.
Observation 4365739b-003f-4dcd-99c7-42f641f3d7b0 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning
Reference 29
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Unavailable: canonical work link unavailable.
Observation 1f697b7e-155a-43a6-8cf9-3a838fa95dcc · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents
Reference 30
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Unavailable: canonical work link unavailable.
Observation 23a3c71a-bcd1-4813-88d2-1ffad51f2acb · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems and Chenglin Wu
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation daa4b49a-4892-4a75-bbb1-fc7e6b8bbf5b · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Rao and Michael P
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7144b3c0-901d-4e67-9cba-bd872549fbeb · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Bordini, Jomi F
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b743c611-34c4-4eab-b1d0-3a7cc96e54ce · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b0ab0293-846d-4103-85a5-aa1984cce527 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems ChatBDI: Think BDI, talk LLM
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b1d2b9bf-1244-4514-8eed-367b8592364e · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Does the chimpanzee have a theory of mind? Behavioral and Brain Sciences, 1(4), 515-526, 1978
Reference 36
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Unavailable: canonical work link unavailable.
Observation 23c58bfb-c45f-4f6c-8df1-631792106e20 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 63e51d79-fb51-4eb1-8b00-dbbfb487c6b4 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models
Reference 38
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Unavailable: canonical work link unavailable.
Observation 94f410aa-0309-43c3-9f4c-492695952a4a · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection
Reference 39
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Unavailable: canonical work link unavailable.
Observation 3efbb31e-b148-4979-a57f-9ecd74d99609 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection
Reference 40
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Unavailable: canonical work link unavailable.
Observation c0710a8d-b1b8-4212-bc95-25c46a0c7104 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems An Introduction to MultiAgent Systems (2nd ed.), Wiley, 2009
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0c5fe38d-8f4a-4b93-9609-ffb5eb9786f0 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Ondula, Daniele Orner, Nick Mumero Mwangi, and Casandra Rusti
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8db7fb58-b4d4-45d0-90c9-0f58ae640a70 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 43
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Observation 4872e611-d8e5-41e5-ac8f-000341626f9b · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Searle Speech Acts: An Essay in the Philosophy of Language
Reference 44
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Unavailable: canonical work link unavailable.
Observation 5a579f59-919a-4aa7-b566-fc0e55194b00 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems ProAgent: Building Proactive Cooperative Agents with Large Language Models
Reference 45
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Observation 92c86769-f6e8-45c3-b6d5-b214b22271ab · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems LLM Agents for Bargaining with Utility-based Feedback
Reference 46
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Observation 92279a9d-2a95-477a-bda4-ab0d024b9b02 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems A Survey of AI Agent Protocols
Reference 47
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Observation 8587c3d7-b36e-4b43-bf57-a9973fc22ddd · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems A Scalable Communication Protocol for Networks of Large Language Models
Reference 48
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Observation c3508d10-d327-47ae-91e7-62d482307429 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Human-Centric Foundation Models: Perception, Generation and Agentic Modeling
Reference 49
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Observation 01961139-acdb-4d03-a753-4e7cac804b9a · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Multi -agent systems powered by large language models: applications in swarm intelligence
Reference 50
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Unavailable: canonical work link unavailable.
Observation a9d2693a-4e16-47bd-acd5-a5edc54611ec · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Evolution of Cooperation in LLM -Agent Societies: A Preliminary Study Using Different Punishment Strategies
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation db29f933-0d99-48f6-bf57-c027373283fe · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Emergent social conventions and collective bias in LLM populations
Reference 52
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Unavailable: canonical work link unavailable.
Observation 532ee9d0-511f-4814-b31c-a0ffd2b8a0ea · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Agent AI: Surveying the Horizons of Multimodal Interaction
Reference 53
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Observation 95f4e3a0-4d9a-4f99-86dd-95d98d9efde0 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems (Im)possibility of Automated Hallucination Detection in Large Language Models
Reference 54
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Unavailable: canonical work link unavailable.
Observation c53d3ec5-74a8-487c-8523-b6438f16a857 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions
Reference 55
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Unavailable: canonical work link unavailable.
Observation 31637fc9-434d-4d6d-9fc9-c2296a0fa7af · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems The Prompt Report: A Systematic Survey of Prompt Engineering Techniques
Reference 56
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Unavailable: canonical work link unavailable.
Observation e4f33ba3-2dc0-4cb1-a80c-5e221725e945 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Overview of Software Agent Platforms Available in 2023
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7fbe0b58-b88b-491d-a987-1e324c466681 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Comparison of Multi -Agent Platform Usability for Industrial-Grade Applications
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 52d72777-9cd3-40cf-bdcc-0eafc657af65 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 55b67e33-1d73-43af-a817-e080db1775a2 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Scientific Programming , 13, 973963, 2005
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d530814d-4bda-4883-9318-11f7c610a184 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 61
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Unavailable: canonical work link unavailable.
Observation 021f7761-73e8-43f4-8beb-f6ea4f3bd717 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Reference 62
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Unavailable: canonical work link unavailable.
Observation f66b83c6-4914-4661-a557-57ddbfae18f3 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Reference 63
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Unavailable: canonical work link unavailable.
Observation 95f7c1ce-215f-4af5-a410-811e6af722e2 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c6e16db-b6bd-4795-8d7e-7ff4ea1a0353 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dfbb2705-19ed-4747-b05d-f73a0d2a0d29 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems CArtAgO: A Framework for Prototyping Artifact-Based Environments in MAS
Reference 67
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Unavailable: canonical work link unavailable.
Observation 390bd1da-0145-4dea-b73d-1d73ab9a1e46 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Bordini, Jomi F
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7b810208-1660-4dd5-a4bf-5b03fa670f08 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Medium, 2024
Reference 69
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fd5f4918-4adc-4d06-9901-9a834737e427 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Unresolved cited work
Reference 70
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Unavailable: canonical work link unavailable.
Observation 7f233df5-2697-4085-b4af-8b1aa7229282 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems MemGPT: Towards LLMs as Operating Systems
Reference 2023
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Unavailable: canonical work link unavailable.
Observation 9a661ec6-3d39-4ad5-8f66-3235e3e8e6b6 · outbound
Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Reinforcement Learning from Human Feedback
Reference 2025
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Unavailable: canonical work link unavailable.
Observation 546f9999-2182-4a34-aad3-a5b29da2124a · inbound
Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems
Reference 123
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.