Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T05:42:57.561468Z
Paper Citation Record · LEDGER
Why Do Multi-Agent LLM Systems Fail?
As of 7 August 2026, this Paper Citation Record lists 100 of 123 outbound references and 100 inbound Pith citation observations for arXiv:2503.13657.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:48:12.357777Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
100 of 123 outbound references displayed
- verified exact38
- verified fuzzy40
- unresolved6
- parse uncertain0
- malformed identifier1
- metadata mismatch15
External citation measurements
11
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 61ff6413-ed8d-400f-b145-3fc267efab06 · outbound
This paper cites The Russian Messenger.
Why Do Multi-Agent LLM Systems Fail? The Russian Messenger
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.086478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 30d73cb7-8741-491c-8aad-02e3d9735fc5 · outbound
This paper cites Gorilla: Large Language Model Connected with Massive APIs.
Why Do Multi-Agent LLM Systems Fail? Gorilla: Large Language Model Connected with Massive APIs
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:57.927341Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 739810f5-f2de-4d15-83a8-f8b5debf6b44 · outbound
This paper cites MemGPT: Towards LLMs as Operating Systems.
Why Do Multi-Agent LLM Systems Fail? MemGPT: Towards LLMs as Operating Systems
Reference 3
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:57.953690Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2be0b41e-9503-43cb-8f15-aa85fe0cdfe2 · outbound
This paper cites A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6), March.
Why Do Multi-Agent LLM Systems Fail? A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6), March
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.222791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d8fc0a52-fb7c-4315-8e44-d2d8b16cf673 · outbound
This paper cites Frontiers Comput.
Why Do Multi-Agent LLM Systems Fail? Frontiers Comput
Reference 5
- Resolution
- metadata mismatch
- doi, observed 2026-05-12T05:42:57.789285Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 289507db-7e82-40aa-8f49-fd4c3ea96ca4 · outbound
This paper cites ChatDev: Communicative Agents for Software Development.
Why Do Multi-Agent LLM Systems Fail? ChatDev: Communicative Agents for Software Development
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T20:32:47.766951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e7792d97-0692-4dbc-a7ee-a2de045678d0 · outbound
This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.
Why Do Multi-Agent LLM Systems Fail? OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:57.822350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff7b9938-c3a4-4e05-af23-08a973b8e3a6 · outbound
This paper cites Towards an AI co-scientist.
Why Do Multi-Agent LLM Systems Fail? Towards an AI co-scientist
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:57.840350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6f61f12a-a9eb-4ac2-9852-6d115ab39dd8 · outbound
This paper cites Bulaong, John E.
Why Do Multi-Agent LLM Systems Fail? Bulaong, John E
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.139101Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 68060de7-0d56-463e-af98-e41ec3c3486d · outbound
This paper cites Generative Agents: Interactive Simulacra of Human Behavior.
Why Do Multi-Agent LLM Systems Fail? Generative Agents: Interactive Simulacra of Human Behavior
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:57.864354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1ab56c37-0cca-49d3-9e3f-6e1f88b44fa2 · outbound
This paper cites Openmanus: An open- source framework for building general ai agents.
Why Do Multi-Agent LLM Systems Fail? Openmanus: An open- source framework for building general ai agents
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.958156Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 197f52d8-f6e5-4328-a48e-8a9bbd61eb46 · outbound
This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.
Why Do Multi-Agent LLM Systems Fail? Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T18:49:38.916324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5cb7e049-d3a9-4696-9a7a-5284781f0c53 · outbound
This paper cites LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead.
Why Do Multi-Agent LLM Systems Fail? LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.005346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6e3ded65-c98a-43eb-9c1d-9d77336f8bb6 · outbound
This paper cites RoCo: Dialectic Multi-Robot Collaboration with Large Language Models.
Why Do Multi-Agent LLM Systems Fail? RoCo: Dialectic Multi-Robot Collaboration with Large Language Models
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.031352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8c030740-caa6-4091-8189-afef68b8e6ab · outbound
This paper cites Building Cooperative Embodied Agents Modularly with Large Language Models.
Why Do Multi-Agent LLM Systems Fail? Building Cooperative Embodied Agents Modularly with Large Language Models
Reference 15
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.054690Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22699795-244b-4224-a549-2d2c103e8fa8 · outbound
This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.
Why Do Multi-Agent LLM Systems Fail? Improving Factuality and Reasoning in Language Models through Multiagent Debate
Reference 16
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:58.064340Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 69f7bd8d-e1e6-4c88-bf55-74b2a0f09ac9 · outbound
This paper cites Generative agents: Interactive simulacra of human behavior.
Why Do Multi-Agent LLM Systems Fail? Generative agents: Interactive simulacra of human behavior
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.989078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 819c299a-6a67-447a-80dc-cdd197ee4c6b · outbound
This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.
Why Do Multi-Agent LLM Systems Fail? Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:58:59.611495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b9241fc1-66a4-4191-8246-69cbb53f4f58 · outbound
This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.
Why Do Multi-Agent LLM Systems Fail? Agentless: Demystifying LLM-based Software Engineering Agents
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.120345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f88d505d-a470-4893-bbeb-191600d0fc84 · outbound
This paper cites AI Agents That Matter.
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.133915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 76aece85-d3b4-4ef2-9e67-abde5836d2f1 · outbound
This paper cites Glaser and Anselm L.
Why Do Multi-Agent LLM Systems Fail? Glaser and Anselm L
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.016164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9315eda1-2d6a-4f23-9543-8901b8611b92 · outbound
This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.
Why Do Multi-Agent LLM Systems Fail? Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 22
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:58.153412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 43bad753-8a20-4036-a87a-196bb82a0957 · outbound
This paper cites Agent workflow memory.
Why Do Multi-Agent LLM Systems Fail? Agent workflow memory
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.028666Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1f4fec5a-73f5-46b0-ab73-9bf82acd8315 · outbound
This paper cites Agent Workflow Memory.
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T00:51:28.546876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6bf491c2-5f10-49ad-adcc-6822fcc4f1e7 · outbound
This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.
Why Do Multi-Agent LLM Systems Fail? DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Reference 25
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T05:42:58.196027Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 02f7ae35-578a-49de-8868-30e0af2f459c · outbound
This paper cites Stateflow: Enhancing llm task-solving through state-driven workflows.
Why Do Multi-Agent LLM Systems Fail? Stateflow: Enhancing llm task-solving through state-driven workflows
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.042463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ec8f5d8f-f827-4222-9d93-c188ce57ff1b · outbound
This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.
Why Do Multi-Agent LLM Systems Fail? LLM Multi-Agent Systems: Challenges and Open Problems
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:23:05.283434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fbbc47ce-ded6-422f-a4fd-2d44427b6b2e · outbound
This paper cites Multi-Agent Risks from Advanced AI.
Why Do Multi-Agent LLM Systems Fail? Multi-Agent Risks from Advanced AI
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.257297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0cb7e8d4-7b29-481a-848d-ce047df9db41 · outbound
This paper cites SWE-bench: Can language models resolve real-world github issues? InThe Twelfth International Conference on Learning Representations.
Why Do Multi-Agent LLM Systems Fail? SWE-bench: Can language models resolve real-world github issues? InThe Twelfth International Conference on Learning Representations
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.066110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4b2aea3-1b1e-48ea-96ca-70234cfbe3da · outbound
This paper cites A Survey of Useful LLM Evaluation.
Why Do Multi-Agent LLM Systems Fail? A Survey of Useful LLM Evaluation
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.268435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bdeb7504-dd83-401b-9027-98444f02d6a4 · outbound
This paper cites BattleAgentBench: A Benchmark for Evaluating Cooperation and Competition Capabilities of Language Models in Multi-Agent Systems.
Why Do Multi-Agent LLM Systems Fail? BattleAgentBench: A Benchmark for Evaluating Cooperation and Competition Capabilities of Language Models in Multi-Agent Systems
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:57.912351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2bf167ad-24cb-45e8-a4e5-9a886f6d5e15 · outbound
This paper cites Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control.
Why Do Multi-Agent LLM Systems Fail? Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.301175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bfe1c119-9768-43f8-b818-46f5e005ea21 · outbound
This paper cites Benchmarl: Benchmarking multi-agent reinforcement learning.Journal of Machine Learning Research, 25(217):1–10.
Why Do Multi-Agent LLM Systems Fail? Benchmarl: Benchmarking multi-agent reinforcement learning.Journal of Machine Learning Research, 25(217):1–10
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.098835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d363ce66-e698-482b-be4a-0fa0f8c33924 · outbound
This paper cites TeamCraft: A Benchmark for Multi-Modal Multi-Agent Systems in Minecraft.
Why Do Multi-Agent LLM Systems Fail? TeamCraft: A Benchmark for Multi-Modal Multi-Agent Systems in Minecraft
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.311345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1e092785-dddf-40bf-9b52-4e4d4e51c9c4 · outbound
This paper cites Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment.
Why Do Multi-Agent LLM Systems Fail? Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.329329Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ee79bb8e-fe6e-4747-ace5-a05f1fced8e6 · outbound
This paper cites A survey on large language model (llm) security and privacy: The good, the bad, and the ugly.High-Confidence Computing, page 100211.
Why Do Multi-Agent LLM Systems Fail? A survey on large language model (llm) security and privacy: The good, the bad, and the ugly.High-Confidence Computing, page 100211
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.119414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 534af70f-8c47-4fd0-9529-0f42c07a51b2 · outbound
This paper cites URL https://www.anthropic.com/research/ building-effective-agents.
Why Do Multi-Agent LLM Systems Fail? URL https://www.anthropic.com/research/ building-effective-agents
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.122634Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f67b68d8-dae0-444b-bfcb-58605e6c90cc · outbound
This paper cites Specifications: The missing link to making the development of LLM systems an engineering discipline.
Why Do Multi-Agent LLM Systems Fail? Specifications: The missing link to making the development of LLM systems an engineering discipline
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.337875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a879c327-8242-4f7b-adf4-75bec7d01a31 · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:59.132387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 488ea8cb-c884-4d73-b2a8-6a8dc9c70931 · outbound
This paper cites Knowledge-Centric Hallucination Detection.
Why Do Multi-Agent LLM Systems Fail? Knowledge-Centric Hallucination Detection
Reference 40
- Resolution
- metadata mismatch
- doi, observed 2026-05-12T05:42:57.775599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c7000d0f-d0ec-403d-ac01-376e7a799e33 · outbound
This paper cites An empirical study of code generation errors made by large language models.
Why Do Multi-Agent LLM Systems Fail? An empirical study of code generation errors made by large language models
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.146953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7f3758a2-5fb9-45e3-b4fb-4cacc9f103ee · outbound
This paper cites Assessing and Verifying Task Utility in LLM-Powered Applications.
Why Do Multi-Agent LLM Systems Fail? Assessing and Verifying Task Utility in LLM-Powered Applications
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.371011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0481156e-a12a-4d0a-872e-0502e1affda4 · outbound
This paper cites Interactive Debugging and Steering of Multi-Agent AI Systems.
Why Do Multi-Agent LLM Systems Fail? Interactive Debugging and Steering of Multi-Agent AI Systems
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.388577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d8cb982-91c4-47b9-a72c-c8dbaaee7738 · outbound
This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.
Why Do Multi-Agent LLM Systems Fail? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
Reference 44
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.410764Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6672edff-68b5-4e42-ae70-e127df2829c5 · outbound
This paper cites Theoretical sampling and category development in grounded theory.Qualitative health research, 17(8): 1137–1148.
Why Do Multi-Agent LLM Systems Fail? Theoretical sampling and category development in grounded theory.Qualitative health research, 17(8): 1137–1148
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.175408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3822f4d1-a368-4adc-adf1-860a1b49dc64 · outbound
This paper cites Open coding.University of Calgary, 23(2009):2009.
Why Do Multi-Agent LLM Systems Fail? Open coding.University of Calgary, 23(2009):2009
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.180694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 93dc3548-4106-4b5f-8a8d-aa4bf1ec12ba · outbound
This paper cites Manus.https://manus.im/.
Why Do Multi-Agent LLM Systems Fail? Manus.https://manus.im/
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.189479Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cdf93fb5-9a18-4f3a-bc2c-5f97e5cb84ab · outbound
This paper cites Model context protocol: Introduction.
Why Do Multi-Agent LLM Systems Fail? Model context protocol: Introduction
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.194925Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 46d1ea93-1e51-4569-8cba-909fad376b42 · outbound
This paper cites A2a: A new era of agent interoperability, April 2025.
Why Do Multi-Agent LLM Systems Fail? A2a: A new era of agent interoperability, April 2025
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.199428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5fd00d40-91c8-4e84-a229-a570db94bb0b · outbound
This paper cites LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models.
Why Do Multi-Agent LLM Systems Fail? LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models
Reference 50
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.424334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 127dfd1f-2b8b-47aa-a8d6-5a92e26188a7 · outbound
This paper cites Princeton University Press, Princeton, NJ.
Why Do Multi-Agent LLM Systems Fail? Princeton University Press, Princeton, NJ
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.216199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8e2aaae6-c585-4bfb-834b-3efccca5e045 · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 52
- Resolution
- verified exact
- doi, observed 2026-05-12T05:42:57.760624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b62c6a9a-f836-4065-a7be-645c0eaffc68 · outbound
This paper cites Reliable organizations: Present research and future directions.Journal of contingencies and crisis management., 4(2).
Why Do Multi-Agent LLM Systems Fail? Reliable organizations: Present research and future directions.Journal of contingencies and crisis management., 4(2)
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.239516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3ce33145-a8c9-4b76-aa25-9824be35f6c3 · outbound
This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.
Why Do Multi-Agent LLM Systems Fail? MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 54
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.437347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2a7e4a7b-e169-439b-bfde-44c7809ac945 · outbound
This paper cites HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale.
Why Do Multi-Agent LLM Systems Fail? HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale
Reference 55
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.484728Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation afc58cd6-4637-44a2-b700-8e99d19c00ed · outbound
This paper cites AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents.
Why Do Multi-Agent LLM Systems Fail? AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents
Reference 56
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.505343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 90a7b087-48b1-40d9-955c-6c37fe9252d3 · outbound
This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversations.
Why Do Multi-Agent LLM Systems Fail? Autogen: Enabling next-gen llm applications via multi-agent conversations
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.785220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa313a61-6bed-4f7d-860a-f09f71a19a6a · outbound
This paper cites Chatdev: Communicative agents for software development.
Why Do Multi-Agent LLM Systems Fail? Chatdev: Communicative agents for software development
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.791055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 392e6512-3e20-4ab3-951b-8c05998b2187 · outbound
This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.
Why Do Multi-Agent LLM Systems Fail? AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 59
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.520447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b982bc44-7e8b-4abe-a956-ac258d239819 · outbound
This paper cites Does Prompt Formatting Have Any Impact on LLM Performance?.
Why Do Multi-Agent LLM Systems Fail? Does Prompt Formatting Have Any Impact on LLM Performance?
Reference 60
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.542908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bf6b9f6b-54f7-4675-8610-0ef902b0a674 · outbound
This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.
Why Do Multi-Agent LLM Systems Fail? Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents
Reference 61
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.571343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b5fece2-e11c-4c30-b52f-ee29e96660ed · outbound
This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.
Why Do Multi-Agent LLM Systems Fail? ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T13:03:18.868992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ab1bc6ca-0cc0-4f37-84df-077363b012d2 · outbound
This paper cites Large language models are better reasoners with self-verification.
Why Do Multi-Agent LLM Systems Fail? Large language models are better reasoners with self-verification
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.846353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2c3592b1-55c2-48d3-be7c-479ce76efd19 · outbound
This paper cites Langgraph.
Why Do Multi-Agent LLM Systems Fail? Langgraph
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.858079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d930b616-b69d-49c7-9207-6b23c7e93be3 · outbound
This paper cites Building effective agents.
Why Do Multi-Agent LLM Systems Fail? Building effective agents
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.869595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c2bb0d4a-dc99-4e63-a4f8-3ed65d7d1f0c · outbound
This paper cites Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in Neural Information Processing Systems, 36.
Why Do Multi-Agent LLM Systems Fail? Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in Neural Information Processing Systems, 36
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.874105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 23d7d688-411c-4e32-837b-b24e4a024ac6 · outbound
This paper cites Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent.
Why Do Multi-Agent LLM Systems Fail? Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent
Reference 67
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.611439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1c9cb407-270c-4f22-8b86-125102fb6029 · outbound
This paper cites Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration.
Why Do Multi-Agent LLM Systems Fail? Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.623989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8ea293d0-7f88-42ab-89f9-dceaf8face7a · outbound
This paper cites Inference scaling f laws: The limits of llm resampling with imperfect verifiers.
Why Do Multi-Agent LLM Systems Fail? Inference scaling f laws: The limits of llm resampling with imperfect verifiers
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.634717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6a29d052-7294-4fe4-9f35-4d8491d8d70f · outbound
This paper cites Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems.
Why Do Multi-Agent LLM Systems Fail? Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
Reference 70
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.663859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b3bcd12-303f-47a2-9af5-9897f9af9525 · outbound
This paper cites TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark.
Why Do Multi-Agent LLM Systems Fail? TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark
Reference 71
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.684087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a514a91a-489a-40c0-8adb-29ee3ebcd8f3 · outbound
This paper cites Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback.
Why Do Multi-Agent LLM Systems Fail? Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback
Reference 72
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:02:52.531251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 065f37fa-6838-478c-971b-b18d289bc565 · outbound
This paper cites Leveraging Abstract Meaning Representation for Knowledge Base Question Answering.
Why Do Multi-Agent LLM Systems Fail? Leveraging Abstract Meaning Representation for Knowledge Base Question Answering
Reference 73
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.712681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 425dc28b-ecb6-411e-b9de-30d066d44d2d · outbound
This paper cites A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges.Vicinagearth, 1(1):9.
Why Do Multi-Agent LLM Systems Fail? A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges.Vicinagearth, 1(1):9
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.917941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8181f267-f790-4557-bb92-af927ece9610 · outbound
This paper cites Multi-agent graph-attention communica- tion and teaming.
Why Do Multi-Agent LLM Systems Fail? Multi-agent graph-attention communica- tion and teaming
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.922017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff5d198e-6fa2-489a-b506-c8765befbdba · outbound
This paper cites Learning attentional communication for multi-agent coopera- tion.Advances in neural information processing systems, 31.
Why Do Multi-Agent LLM Systems Fail? Learning attentional communication for multi-agent coopera- tion.Advances in neural information processing systems, 31
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.927959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1bfa97c9-0bc1-4a63-91a0-98b83f967c97 · outbound
This paper cites Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks.
Why Do Multi-Agent LLM Systems Fail? Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.717697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7b5bb5fc-070c-4cc4-93e7-ad42e42c0134 · outbound
This paper cites The surprising effectiveness of ppo in cooperative multi-agent games.Advances in Neural Information Processing Systems, 35:24611–24624.
Why Do Multi-Agent LLM Systems Fail? The surprising effectiveness of ppo in cooperative multi-agent games.Advances in Neural Information Processing Systems, 35:24611–24624
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.939798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8e506054-92e5-4d67-8520-a2602e211a5f · outbound
This paper cites Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration.
Why Do Multi-Agent LLM Systems Fail? Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration
Reference 79
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.724310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 08cbb6b2-20f1-4d51-8a9b-6f5bd8d8facb · outbound
This paper cites Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System.
Why Do Multi-Agent LLM Systems Fail? Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 80
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.737405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6729f59f-1ba2-4517-bf79-f55a94b980eb · outbound
This paper cites Uncertainty, action, and interaction: In pursuit of mixed-initiative computing.
Why Do Multi-Agent LLM Systems Fail? Uncertainty, action, and interaction: In pursuit of mixed-initiative computing
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.961798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1ba11e89-ae6a-46d3-bf8b-0bc6279e827c · outbound
This paper cites Servicenow: From startup to world’s most innovative company.IUP Journal of Entrepreneurship Development, 20(1).
Why Do Multi-Agent LLM Systems Fail? Servicenow: From startup to world’s most innovative company.IUP Journal of Entrepreneurship Development, 20(1)
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:58.965040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ac0af52a-9b08-4286-9cec-ebf9de1c221a · outbound
This paper cites GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers.
Why Do Multi-Agent LLM Systems Fail? GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers
Reference 83
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:58.742230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6720efe1-1d37-4156-bf89-bf0de63a5598 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Why Do Multi-Agent LLM Systems Fail? Training Verifiers to Solve Math Word Problems
Reference 84
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.748112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation df0b3754-20fb-489f-9b5f-3a109aa88515 · outbound
This paper cites Qwen2.5-Coder Technical Report.
Why Do Multi-Agent LLM Systems Fail? Qwen2.5-Coder Technical Report
Reference 85
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.754585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 38b5d91c-c422-41b9-8e68-de062576f625 · outbound
This paper cites Code Llama: Open Foundation Models for Code.
Why Do Multi-Agent LLM Systems Fail? Code Llama: Open Foundation Models for Code
Reference 86
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:42:58.758845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79e2c177-7a48-4813-8e21-9a45623028df · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 87
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:58.995357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1249f12d-340e-4300-a13f-f1679988d943 · outbound
This paper cites Magentic-One.
Why Do Multi-Agent LLM Systems Fail? Magentic-One
Reference 88
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.000455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5834ff44-db98-4b3f-909c-faed532e7802 · outbound
This paper cites OpenManus.
Why Do Multi-Agent LLM Systems Fail? OpenManus
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.021261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bfddfb73-cca6-4fc2-8953-62a9999b0b2f · outbound
This paper cites Communicative Dehallucination.
Why Do Multi-Agent LLM Systems Fail? Communicative Dehallucination
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.033912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2d3aaa6a-8b23-41b4-8e29-a4a72a94d32d · outbound
This paper cites Interagent Misalignment 3.
Why Do Multi-Agent LLM Systems Fail? Interagent Misalignment 3
Reference 91
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.038595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 843d931c-b7bb-42a8-a625-da2ba3fa2e8f · outbound
This paper cites Write me a two-player chess game playable in the terminal.
Why Do Multi-Agent LLM Systems Fail? Write me a two-player chess game playable in the terminal
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.048118Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 55f9954a-e155-4d10-9a1f-ab758df925a4 · outbound
This paper cites Interagent Misalignment 3.
Why Do Multi-Agent LLM Systems Fail? Interagent Misalignment 3
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.059894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aeeb615e-31ef-49d1-bf18-d172a61cb599 · outbound
This paper cites Interagent Misalignment 3.
Why Do Multi-Agent LLM Systems Fail? Interagent Misalignment 3
Reference 94
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-12T05:42:59.079965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7a4deb5a-8ced-4fd1-bfdd-63c1409c9e3c · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 95
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:59.094741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9fad2d7a-ac04-4e00-bd21-2cf70284f342 · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 96
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:59.103748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6d84246a-b26f-480e-9dc8-6a96ec786220 · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:59.110337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5fda7fb9-e911-4eb4-bcf7-ba3e0c22616d · outbound
This paper cites If the result is invalid or unexpected, please correct your query or reasoning.
Why Do Multi-Agent LLM Systems Fail? If the result is invalid or unexpected, please correct your query or reasoning
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.126740Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0ed24cf8-7680-4fb7-9c24-21090756eadb · outbound
This paper cites Use fractions or radical forms instead of decimal numbers.
Why Do Multi-Agent LLM Systems Fail? Use fractions or radical forms instead of decimal numbers
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T05:42:59.153749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c92d19d2-6cc9-4fe6-8493-13a9cd9ccc09 · outbound
This paper cites an unresolved cited work.
Why Do Multi-Agent LLM Systems Fail? Unresolved cited work
Reference 100
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T05:42:59.157736Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
Observation 3fa6d92e-7307-45d5-99eb-f64291649600 · inbound
A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications cites this paper.
A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Why Do Multi-Agent LLM Systems Fail?
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:48:12.357777Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d643e24-23f0-4a49-a6d2-bd19713a361e · inbound
AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need cites this paper.
AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need Why Do Multi-Agent LLM Systems Fail?
Reference 1994
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:59:46.134886Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 948c32ed-b38e-48e7-a8a5-a4f0d22a5f33 · inbound
Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System cites this paper.
Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Why Do Multi-Agent LLM Systems Fail?
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:43:12.742792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be3b2584-87c4-4ca6-bc69-a67f78875611 · inbound
Kaleidoscopic Teaming in Multi Agent Simulations cites this paper.
Kaleidoscopic Teaming in Multi Agent Simulations Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:35:47.565189Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 182dd31f-5b6b-4f5d-91ef-a376291f312a · inbound
A Multi-Pass Large Language Model Framework for Precise and Efficient Radiology Report Error Detection cites this paper.
A Multi-Pass Large Language Model Framework for Precise and Efficient Radiology Report Error Detection Why Do Multi-Agent LLM Systems Fail?
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:00:15.100311Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31c9dfb6-da32-4c76-97b0-377d69240076 · inbound
MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation cites this paper.
MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation Why Do Multi-Agent LLM Systems Fail?
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:47:23.099775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcc1662b-5e3c-4f36-b36b-652713468c2c · inbound
Aime: Towards Fully-Autonomous Multi-Agent Framework cites this paper.
Aime: Towards Fully-Autonomous Multi-Agent Framework Why Do Multi-Agent LLM Systems Fail?
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:59:39.665437Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa08179f-f065-4f53-8e6c-2b63b4fa8970 · inbound
Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems cites this paper.
Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:39:56.793374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8afbcae-ec67-4b03-a0ef-2631e4b9e256 · inbound
FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold cites this paper.
FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Why Do Multi-Agent LLM Systems Fail?
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:33:14.226186Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01792ce6-a308-4bdd-8adf-a405881fbde2 · inbound
Interaction as Intelligence: Deep Research With Human-AI Partnership cites this paper.
Interaction as Intelligence: Deep Research With Human-AI Partnership Why Do Multi-Agent LLM Systems Fail?
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:30:37.747896Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6eec7f7-0f70-4592-9f23-170733eb73d1 · inbound
GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis cites this paper.
GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis Why Do Multi-Agent LLM Systems Fail?
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-05-22T00:40:51.106283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ad1845d6-d450-4b90-a854-b5fa0ffb049e · inbound
A Survey on Agent Workflow -- Status and Future cites this paper.
A Survey on Agent Workflow -- Status and Future Why Do Multi-Agent LLM Systems Fail?
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:52:41.959776Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47d17b23-1e8e-4061-be06-f01b691f33c6 · inbound
How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on $\tau$-bench cites this paper.
How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on $\tau$-bench Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T14:49:00.657410Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcf41024-2b76-4a90-a616-5ee54e0c683d · inbound
SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation cites this paper.
SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation Why Do Multi-Agent LLM Systems Fail?
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:32:26.108940Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1412a14-fc83-4d69-bc19-623e9459500e · inbound
Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics cites this paper.
Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:30:02.202587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d0f6eb2-7bc6-4f09-b474-55ac03795e6c · inbound
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems cites this paper.
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems Why Do Multi-Agent LLM Systems Fail?
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T14:42:32.422233Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 781797b3-0d32-4f5b-bc1a-03f158563cb0 · inbound
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning cites this paper.
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning Why Do Multi-Agent LLM Systems Fail?
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T08:51:08.519681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f1d07e35-cbd4-426e-aa73-e21ffeee458b · inbound
How can we assess human-agent interactions? Case studies in software agent design cites this paper.
How can we assess human-agent interactions? Case studies in software agent design Why Do Multi-Agent LLM Systems Fail?
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T10:36:36.637742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 282b87a9-54d6-4635-b57d-a74281fbc048 · inbound
Auditing medical multi-agent AI reveals risks of false consensus cites this paper.
Auditing medical multi-agent AI reveals risks of false consensus Why Do Multi-Agent LLM Systems Fail?
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T10:23:41.825975Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01605d73-519a-46dd-84aa-334d78114c40 · inbound
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges cites this paper.
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges Why Do Multi-Agent LLM Systems Fail?
Reference 134
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:42:22.253106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 01ea5f60-2550-4346-aff9-92343be391d9 · inbound
Latent Collaboration in Multi-Agent Systems cites this paper.
Latent Collaboration in Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T20:17:48.232736Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df95e243-8a70-4d65-8f37-2a92410713ca · inbound
Latent Collaboration in Multi-Agent Systems cites this paper.
Latent Collaboration in Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T06:52:30.129143Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4f8126a-25b0-4136-8081-6c1db6ce9c02 · inbound
Process-Centric Analysis of Agentic Software Systems cites this paper.
Process-Centric Analysis of Agentic Software Systems Why Do Multi-Agent LLM Systems Fail?
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T03:18:57.293757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a05e70ab-67b2-46be-a306-ca8bbddd36ea · inbound
LLM Harms: A Taxonomy and Discussion cites this paper.
LLM Harms: A Taxonomy and Discussion Why Do Multi-Agent LLM Systems Fail?
Reference 250
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T00:31:24.836371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 429ac015-9bbe-4dea-9f2a-afa89f80cca8 · inbound
LLM Harms: A Taxonomy and Discussion cites this paper.
LLM Harms: A Taxonomy and Discussion Why Do Multi-Agent LLM Systems Fail?
Reference 250
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:19:33.589393Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fe0bdd6-279e-4cf5-8692-8e824bd271c3 · inbound
SWEnergy: An Empirical Study on Energy Efficiency in Agentic Issue Resolution Frameworks with SLMs cites this paper.
SWEnergy: An Empirical Study on Energy Efficiency in Agentic Issue Resolution Frameworks with SLMs Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T17:28:16.011981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c6de89c-c8ab-4207-9a86-6de045c0fc92 · inbound
Specification and Detection of LLM Code Smells cites this paper.
Specification and Detection of LLM Code Smells Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:10:13.595342Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61dc81f6-4ea7-4dc4-a61c-10f3c4b96aa5 · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models cites this paper.
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models Why Do Multi-Agent LLM Systems Fail?
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T11:01:43.609177Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40624c13-3963-4e1d-a7ee-736647bb0c6e · inbound
When Agents Fail: A Comprehensive Study of Bugs in LLM Agents with Automated Labeling cites this paper.
When Agents Fail: A Comprehensive Study of Bugs in LLM Agents with Automated Labeling Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:57:50.116180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b432749-dbb5-4730-ae95-7d80ae4644ad · inbound
Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic cites this paper.
Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-16T09:50:49.392902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 33268900-46fb-47d3-b604-333e62fdf3e1 · inbound
Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic cites this paper.
Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T06:46:38.444941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d817c6eb-0b10-4fd9-a738-2d332b064753 · inbound
Dual Latent Memory for Visual Multi-agent System cites this paper.
Dual Latent Memory for Visual Multi-agent System Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T06:04:50.491839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f84887d-09ba-408e-a202-20e5180dcda6 · inbound
AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports cites this paper.
AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:18:01.150313Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59e7c1cf-cd03-4b8d-9abf-c854dc97bb1c · inbound
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:58:04.493783Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9ea31c3-60f0-4ae2-b87c-20f534d914c8 · inbound
Formal Policy Enforcement for Real-World Agentic Systems cites this paper.
Formal Policy Enforcement for Real-World Agentic Systems Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T21:10:18.572990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9188d3c5-a3d3-4b2f-829d-c58554793e8a · inbound
Decoding ML Decision: An Agentic Reasoning Framework for Large-Scale Ranking System cites this paper.
Decoding ML Decision: An Agentic Reasoning Framework for Large-Scale Ranking System Why Do Multi-Agent LLM Systems Fail?
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T21:59:14.368894Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f120868-6378-437c-b9b1-e73b5ae20db6 · inbound
DIG to Heal: Scaling General-purpose Agent Collaboration via Explainable Dynamic Decision Paths cites this paper.
DIG to Heal: Scaling General-purpose Agent Collaboration via Explainable Dynamic Decision Paths Why Do Multi-Agent LLM Systems Fail?
Reference 2008
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T19:59:45.979052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e2a098d-a09f-41a7-91fa-d72b408e99f3 · inbound
Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes cites this paper.
Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T14:46:08.250157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5349091b-0b94-41f2-b1e8-3ba8731965b7 · inbound
Security Considerations for Multi-agent Systems cites this paper.
Security Considerations for Multi-agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 199
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T14:15:55.849512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b688df51-36e3-46cd-b6b7-5aca1c125038 · inbound
Transition from Statistical to Hardware-Limited Scaling in Photonic Quantum State Reconstruction cites this paper.
Transition from Statistical to Hardware-Limited Scaling in Photonic Quantum State Reconstruction Why Do Multi-Agent LLM Systems Fail?
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T22:25:15.261445Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 222abec9-9f50-4afe-bb6d-3f8fb3256dea · inbound
Herding CATs: ALARA for Agent Harness Engineering in Portable Composable Multi-Agent Teams cites this paper.
Herding CATs: ALARA for Agent Harness Engineering in Portable Composable Multi-Agent Teams Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T11:14:08.435357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 546e9adc-e5fc-40dc-8d47-b239e757bcb7 · inbound
Effective Strategies for Asynchronous Software Engineering Agents cites this paper.
Effective Strategies for Asynchronous Software Engineering Agents Why Do Multi-Agent LLM Systems Fail?
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T20:49:09.477849Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baacabd3-e3f1-4a9d-a53e-6593abbfc864 · inbound
Emergent Social Intelligence Risks in Generative Multi-Agent Systems cites this paper.
Emergent Social Intelligence Risks in Generative Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-05-14T21:48:00.820268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b166fdee-bb8c-4f49-95b5-eb7302c73baf · inbound
Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems cites this paper.
Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T19:13:09.700478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6c24b429-62d4-44f5-96e7-30e0f453318d · inbound
Improving Role Consistency in Multi-Agent Collaboration via Quantitative Role Clarity cites this paper.
Improving Role Consistency in Multi-Agent Collaboration via Quantitative Role Clarity Why Do Multi-Agent LLM Systems Fail?
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-13T20:13:12.977004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 78fcf2a1-d005-4e23-838b-1426689ea456 · inbound
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation cites this paper.
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation Why Do Multi-Agent LLM Systems Fail?
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b3f955ad-ecab-4226-bf03-73196752c8a2 · inbound
Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing cites this paper.
Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing Why Do Multi-Agent LLM Systems Fail?
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1dd9a4a2-d9e0-4100-9ecb-f4cbf1910467 · inbound
Qualixar OS: A Universal Operating System for AI Agent Orchestration cites this paper.
Qualixar OS: A Universal Operating System for AI Agent Orchestration Why Do Multi-Agent LLM Systems Fail?
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 36eb84ed-8978-4293-a709-4879cc315d1e · inbound
Learning to Interrupt in Language-based Multi-agent Communication cites this paper.
Learning to Interrupt in Language-based Multi-agent Communication Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5c1c7a64-cc64-4f1a-b321-01e83e469adf · inbound
Conversations Risk Detection LLMs in Financial Agents via Multi-Stage Generative Rollout cites this paper.
Conversations Risk Detection LLMs in Financial Agents via Multi-Stage Generative Rollout Why Do Multi-Agent LLM Systems Fail?
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e5688f27-c580-42c4-832f-712844961397 · inbound
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems cites this paper.
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f737e688-7ada-4649-94d2-a5f437eb67c3 · inbound
Agentic Microphysics: A Manifesto for Generative AI Safety cites this paper.
Agentic Microphysics: A Manifesto for Generative AI Safety Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa3ed4e3-9d83-4fab-acbf-c8319e89d1bc · inbound
Semantic Consensus: Process-Aware Conflict Detection and Resolution for Enterprise Multi-Agent LLM Systems cites this paper.
Semantic Consensus: Process-Aware Conflict Detection and Resolution for Enterprise Multi-Agent LLM Systems Why Do Multi-Agent LLM Systems Fail?
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T12:05:33.379668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 92aee467-b906-475d-8467-6cf880f3598c · inbound
Contrastive Attribution in the Wild: An Interpretability Analysis of LLM Failures on Realistic Benchmarks cites this paper.
Contrastive Attribution in the Wild: An Interpretability Analysis of LLM Failures on Realistic Benchmarks Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 74ded1c2-3233-481e-9fb0-37249382987b · inbound
Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots cites this paper.
Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7206b364-ce66-4922-8a6f-d168a81d08de · inbound
Mesh Memory Protocol: Semantic Infrastructure for Multi-Agent LLM Systems cites this paper.
Mesh Memory Protocol: Semantic Infrastructure for Multi-Agent LLM Systems Why Do Multi-Agent LLM Systems Fail?
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 200b1a41-4106-42da-95cc-966381ca9590 · inbound
More Is Different: Toward a Theory of Emergence in AI-Native Software Ecosystems cites this paper.
More Is Different: Toward a Theory of Emergence in AI-Native Software Ecosystems Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0129f0d0-8b46-4a47-926f-73f1edce8aa0 · inbound
VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation cites this paper.
VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation Why Do Multi-Agent LLM Systems Fail?
Reference 14
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aae665dc-2a9c-4466-938d-e8cff2af0ff2 · inbound
Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems cites this paper.
Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems Why Do Multi-Agent LLM Systems Fail?
Reference 25
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4d8c387a-7794-48a7-a92c-faecf278644a · inbound
AgentEval: DAG-Structured Step-Level Evaluation for Agentic Workflows with Error Propagation Tracking cites this paper.
AgentEval: DAG-Structured Step-Level Evaluation for Agentic Workflows with Error Propagation Tracking Why Do Multi-Agent LLM Systems Fail?
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a6f9599d-ef04-40a9-a690-31434d7f5960 · inbound
EPM-RL: Reinforcement Learning for On-Premise Product Mapping in E-Commerce cites this paper.
EPM-RL: Reinforcement Learning for On-Premise Product Mapping in E-Commerce Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation da9328ed-8f95-4684-80ad-2c32f6f07462 · inbound
Measuring the Unmeasurable: Markov Chain Reliability for LLM Agents cites this paper.
Measuring the Unmeasurable: Markov Chain Reliability for LLM Agents Why Do Multi-Agent LLM Systems Fail?
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 65850ca9-1be9-45eb-b8e8-830fad864ebb · inbound
TRUST: A Framework for Decentralized AI Service v.0.1 cites this paper.
TRUST: A Framework for Decentralized AI Service v.0.1 Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T10:01:28.673240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a57720f6-7544-4cfa-a3ae-05dd37d8c7d8 · inbound
Trace-Level Analysis of Information Contamination in Multi-Agent Systems cites this paper.
Trace-Level Analysis of Information Contamination in Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T09:41:27.088542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9a97d7ad-1d44-4630-81fd-6c59fc4237c3 · inbound
Coordination as an Architectural Layer for LLM-Based Multi-Agent Systems cites this paper.
Coordination as an Architectural Layer for LLM-Based Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e9becf73-6381-4272-9ef1-c8aeb297e7fb · inbound
Inference-Time Budget Control for LLM Search Agents cites this paper.
Inference-Time Budget Control for LLM Search Agents Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5c27ca70-bfd7-46e1-86ee-9c53d18c5602 · inbound
Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs cites this paper.
Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 760b94f6-a36d-4f36-8edf-27a0f0dbcd09 · inbound
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Why Do Multi-Agent LLM Systems Fail?
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 11f9478c-4312-41f8-a716-42eb95085d82 · inbound
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Why Do Multi-Agent LLM Systems Fail?
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T06:16:28.802563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation add8ba5b-0276-46cd-8a3b-a97e8d39739f · inbound
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.
Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Why Do Multi-Agent LLM Systems Fail?
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T08:02:32.067117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5c5c8c89-6407-4dea-9078-f559d175688f · inbound
TeamBench: Evaluating Agent Coordination under Enforced Role Separation cites this paper.
TeamBench: Evaluating Agent Coordination under Enforced Role Separation Why Do Multi-Agent LLM Systems Fail?
Reference 8
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation debfbd79-17c6-498d-b075-0c3ff0b44df4 · inbound
Is a team only as strong as its weakest link? Quantifying the short-board effect with AI Agents cites this paper.
Is a team only as strong as its weakest link? Quantifying the short-board effect with AI Agents Why Do Multi-Agent LLM Systems Fail?
Reference 21
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cafec856-56d2-4bc8-8b4d-161c9af60d7b · inbound
TraceFix: Repairing Agent Coordination Protocols with TLA+ Counterexamples cites this paper.
TraceFix: Repairing Agent Coordination Protocols with TLA+ Counterexamples Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 72e3c4a6-ce69-493f-80bf-93e91d7ed3e3 · inbound
AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.
AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T08:06:27.347306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 59a4ac8f-eb04-4d2e-85e9-5309776934d7 · inbound
AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.
AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T05:25:03.756672Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d0d71ce1-715c-4037-815f-5e25acfa5a8f · inbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cites this paper.
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Why Do Multi-Agent LLM Systems Fail?
Reference 85
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:42:59.242121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 505f7c51-9684-43a2-b42e-254146b51352 · inbound
Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces cites this paper.
Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T07:16:31.006348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7103ba4f-9464-4d37-82f2-a7a1edf0f6bc · inbound
Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces cites this paper.
Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T22:25:06.769897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d75e29fe-489f-4a7d-a440-867245f2a15e · inbound
PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement cites this paper.
PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement Why Do Multi-Agent LLM Systems Fail?
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T02:22:06.185933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation eaae0ef6-4618-4ad6-8c0e-9cb930facb22 · inbound
Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt-Engineering Quality Assurance cites this paper.
Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt-Engineering Quality Assurance Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T03:37:11.647491Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ab4d192-face-462a-a426-aef955467ff8 · inbound
Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt-Engineering Quality Assurance cites this paper.
Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt-Engineering Quality Assurance Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T14:15:47.463049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 987a6c14-f684-4906-965b-107bfcbe25e4 · inbound
AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation cites this paper.
AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-14T18:52:35.525061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cf67d7fb-8240-4b25-b938-4a876ef53df5 · inbound
Not Just RLHF: Why Alignment Alone Won't Fix Multi-Agent Sycophancy cites this paper.
Not Just RLHF: Why Alignment Alone Won't Fix Multi-Agent Sycophancy Why Do Multi-Agent LLM Systems Fail?
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-14T20:07:53.856748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b6131208-ee67-4dc7-abaf-d56f10cef1d5 · inbound
Not Just RLHF: Why Alignment Alone Won't Fix Multi-Agent Sycophancy cites this paper.
Not Just RLHF: Why Alignment Alone Won't Fix Multi-Agent Sycophancy Why Do Multi-Agent LLM Systems Fail?
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T21:33:46.597296Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0acde9b6-8974-44b9-87c6-d7fdf97d1b18 · inbound
SWE-Cycle: Benchmarking Code Agents across the Complete Issue Resolution Cycle cites this paper.
SWE-Cycle: Benchmarking Code Agents across the Complete Issue Resolution Cycle Why Do Multi-Agent LLM Systems Fail?
Reference 5
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-14T18:37:35.740135Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2639d896-4d4d-43ca-ac22-3981adf1b8c4 · inbound
How to Interpret Agent Behavior cites this paper.
How to Interpret Agent Behavior Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-05-14T18:29:22.800113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 015b8f16-31a5-4565-bee2-1d8bf13ff9b3 · inbound
GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration cites this paper.
GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration Why Do Multi-Agent LLM Systems Fail?
Reference 34
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T14:35:55.770773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ada85bc4-5a6c-4c9f-ba31-cf85c101a1dd · inbound
Holistic Evaluation and Failure Diagnosis of AI Agents cites this paper.
Holistic Evaluation and Failure Diagnosis of AI Agents Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T03:19:43.254626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 86734d7a-0863-4ef4-b020-d075004c5ade · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 20
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T03:08:57.752402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 54c43af5-ada6-4c12-9d59-7390a2c0b779 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 20
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-19T16:52:39.937460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 21980877-5a72-43af-8b5b-ce8c4d474fb4 · inbound
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination cites this paper.
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination Why Do Multi-Agent LLM Systems Fail?
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-19T18:02:42.069950Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 64a59955-792c-4894-8561-9c2230e39d4a · inbound
AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs cites this paper.
AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs Why Do Multi-Agent LLM Systems Fail?
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T20:13:43.821503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cd817ec4-43ec-4f51-9782-a02f7c3ea265 · inbound
VerifyMAS: Hypothesis Verification for Failure Attribution in LLM Multi-Agent Systems cites this paper.
VerifyMAS: Hypothesis Verification for Failure Attribution in LLM Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T12:58:17.699454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 226a6da8-c4ed-4eea-991d-49c32abb8a16 · inbound
Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment cites this paper.
Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T10:23:12.024102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2a6b07a9-19fb-42a2-880d-ef3a2ea16da6 · inbound
Trustworthy Agent Network: Trust in Agent Networks Must Be Baked In, Not Bolted On cites this paper.
Trustworthy Agent Network: Trust in Agent Networks Must Be Baked In, Not Bolted On Why Do Multi-Agent LLM Systems Fail?
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T10:33:12.356069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 66159a0c-0bd5-4879-96d0-eeda4a16ce45 · inbound
What Do Evolutionary Coding Agents Evolve? cites this paper.
What Do Evolutionary Coding Agents Evolve? Why Do Multi-Agent LLM Systems Fail?
Reference 72
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-20T03:48:03.044997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 686e88ac-5580-4ccd-b849-a84b66291f0f · inbound
A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents cites this paper.
A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents Why Do Multi-Agent LLM Systems Fail?
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T04:53:04.205456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f1d6aca6-7ba8-4c81-9bb6-789c86250402 · inbound
Pramana: A Protocol-Layer Treatment of Claim Verification in Autonomous Agent Networks cites this paper.
Pramana: A Protocol-Layer Treatment of Claim Verification in Autonomous Agent Networks Why Do Multi-Agent LLM Systems Fail?
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T02:13:56.440467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d6980f90-b8e6-4341-b0d1-89fd4f074a39 · inbound
Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables cites this paper.
Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T07:14:02.553228Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4c0d6594-74a3-41f7-b1bb-31eefb3a3598 · inbound
AgentAtlas: Beyond Outcome Leaderboards for LLM Agents cites this paper.
AgentAtlas: Beyond Outcome Leaderboards for LLM Agents Why Do Multi-Agent LLM Systems Fail?
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T06:39:44.120121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.