Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T23:53:23.807636Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2606.20629.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T23:53:23.807636Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 79f712c4-249e-4ce6-9f04-198bfd3173ab · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Openai Codex: Cloud-based autonomous coding agent
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bc9c17d-2eac-409d-a1b0-43ce5f57d901 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Composer 2 technical report
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d27378d-05b4-4d3d-9bf5-240ccc426374 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Opencode: The open source AI coding agent
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bdee960-a5f5-4960-bbf8-d2fcea4b2416 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams AutoGen: Enabling next-gen LLM applications via multi-agent conversation,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04d4f805-31c3-4a6b-9bc8-9efadf469c38 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 74ef4790-c49e-43ba-b078-6701a2b9083a · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Google agent development kit (ADK)
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9801b847-80ed-49be-9844-c884feee7c18 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Kimi agent swarm: Let 100 AI agents work for you
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f87bf670-e640-4976-ae6f-9f81856d93d2 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams How we built our multi-agent research system
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dbfca96-8bae-4789-a4ec-d8ddc694872d · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Don’t build multi-agents
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0186a31-29de-40ad-9746-0b6cb31069aa · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams MCP Atlas leaderboard
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e23c27c9-44ab-4019-ac48-20d42f662b32 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 382a8914-f5c4-42c6-8e62-8cc41fe905fe · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Plan-and-solve prompting: Improving zero-shot chain-of-thought reasoning by large language models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0acdb22a-c0f2-4ce3-8898-d7aa38f196e8 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams ReAct: Synergizing reasoning and acting in language models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4eb8693f-bd26-4b0b-b453-e1de5a6eebcf · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams HuggingGPT: Solving AI tasks with chatGPT and its friends in hugging face
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb370eac-42bb-4c58-a99f-1ff26291d486 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Reflexion: Language agents with verbal reinforcement learning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be87b34e-8949-466c-ba0e-b25461a7b94a · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams An LLM compiler for parallel function calling
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c991e79d-4c2e-4cd9-a926-c4e7c2027a64 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Plan-and-Act: Improving planning of agents for long-horizon tasks
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05fa93c7-4f3e-49a8-9a11-f9318c4e771d · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams GitHub Copilot CLI v1.0.18: experimental critic agent for plan and complex im- plementation review
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04610ec5-11e7-4543-a63b-62ab62d3d130 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Best practices for coding with agents: Plan mode
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05487bb4-58fc-4c57-bd5f-3410dd134ac5 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams State of AI 2025: An Empirical 100 Trillion Token Study
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac343516-7019-4d0b-a3fe-cd527fc24f93 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40952af5-02c5-45d4-a60c-9b9150df9633 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams M\'elange: Cost Efficient Large Language Model Serving by Exploiting GPU Heterogeneity
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a285b70b-ff9a-46c1-82ea-ff45d24b4ce5 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Moe-cap: Benchmarking cost, accuracy and performance of sparse mixture-of-experts systems
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 37d2a1d4-7ff3-466b-bbcd-43e43c8bd0d1 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams PEAR: Planner-executor agent robustness benchmark
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b891cf4e-43e4-4a48-b505-ab11c1b42822 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams How handshake saves 50% on LLM GPU costs with anyscale
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c7071e0-f5cd-43b8-9d4a-9bb1b44f4dfa · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Making AI more accessible: Up to 80% cost savings with Meta Llama 3.3 on databricks
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9563a86-e384-43fb-870e-ff69fc102d85 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams The cost of dynamic reasoning: Demystifying ai agents and test- time scaling from an ai infrastructure perspective.arXiv preprint arXiv:2506.04301
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f060c76-b569-4c6a-a771-0bb554aa118f · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Narasimhan
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50ca8191-5879-40c2-9331-230a41baadee · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation efea63a8-c9e3-4405-ad93-36f2b0168376 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1df28599-1ff0-4e96-98b2-00aa73e1ed6f · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f6c13d0c-db70-4e94-b37e-ed83867c9dbc · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Holistic agent leaderboard: The missing infrastructure for AI agent evaluation
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57695622-0c5d-4469-b3e8-e9d457464d6c · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams NEJM AI , volume =
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b5794e43-06ca-49c4-a533-d089e912bb6a · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams FinanceBench: A New Benchmark for Financial Question Answering
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 068a262d-f5f6-4b92-aed7-3c60458ab4b9 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5393f520-14c4-468f-861e-2b0a707602b7 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6897768f-2ea1-4fa5-a74a-50bbad87260a · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Oh my OpenAgent (omo): Multi-agent harness configurations for OpenCode
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce56d822-67cf-40ca-b665-d632934a2ac9 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Vast.ai pricing: live H100 marketplace listings
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb8935f4-d5f2-4dbf-aa29-df6a849f34b9 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Self-refine: Iterative refinement with self-feedback
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ee93fe6-f065-4662-a4ef-4e9b1851563c · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Large Language Models cannot self-correct reasoning yet
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 786d98ae-98e6-40ba-84a2-15b4be693f15 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams H100 rental prices: A cloud cost comparison, October 2025
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1524504b-894c-4739-9af8-88a9ef69e375 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Hyperstack AI cloud pricing
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1676bfc7-dd4d-40e1-81fe-34af42d05e1f · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Unresolved cited work
Reference 44
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Unavailable: canonical work link unavailable.
Observation 80685dd2-e723-494c-a15e-c96cada6a7a7 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams H100 rental prices: The $2 vs $98 gap explained, March 2026
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e446f31d-a879-4aff-87c6-5c8e17569afb · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams NVIDIA DGX H100 system datasheet (8×H100, list price reference)
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df020f04-0bda-4168-b2f6-df4ca926ecdc · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams Energy Information Administration
Reference 47
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Unavailable: canonical work link unavailable.
Observation 81006fcd-081a-4964-8226-68793192ee70 · outbound
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams role-criticality under a specified upgrade path
Reference 48
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.