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Paper Citation Record · LEDGER

A Survey on Agent Workflow -- Status and Future

As of 14 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 1 inbound Pith citation observation for arXiv:2508.01186.

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

pith.paper-citation-record.v1
2508.01186 v1

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:52:42.114533Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T12:05:38.965920Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:21:09.543762Z

Reference resolution

97 of 97 outbound references displayed

  • verified exact2
  • verified fuzzy44
  • unresolved51
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9d426f4-c078-4349-877e-9b40e3386b46 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.623956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.623956Z digest=sha256:8126f1b6ef4a6b8f96945b2f08e2a84274d337ab317548d286cc6ee58ea64ae8

Observation aba168d2-1b91-430d-9192-a84b26899b50 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-06T05:52:41.629858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.629858Z digest=sha256:e79f470ee97812bf59aeb431fa9e879ef9c4cfcab20e3edef74ae5bcb59c4e6d

Observation fc96e11d-64a9-447d-8f0a-f4c1b3c13495 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-06T05:52:41.635033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.635033Z digest=sha256:6fdf1c640e20f8d877ee33583de1fdeae4f2e6350d58d0ff6ac6cf1ed1e78b91

Observation 2905cfbe-62e8-4b58-afd8-cda42f7583fe · outbound

This paper cites This makes workflows highly flexible and human- readable, but also less standardized and harder to validate.

A Survey on Agent Workflow -- Status and Future This makes workflows highly flexible and human- readable, but also less standardized and harder to validate

Reference 4

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no resolver link, observed 2026-08-06T05:52:41.639745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.639745Z digest=sha256:a95ef5c1a7ce63ba3d1a2a36e58ee1bb3c9215d42c103fdbbe1aa0f06fa4dd1f

Observation a0e1e134-6da4-4f7f-bb20-3ce4f7ac2f87 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.645016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.645016Z digest=sha256:307c1fba56e714715350c878ba2ace69269b32fc90379f87581bbc1ad38f5f68

Observation 940ad954-1a11-41b8-bb28-dda928791efd · outbound

This paper cites WebSocket, etc.

A Survey on Agent Workflow -- Status and Future WebSocket, etc

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.649979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.649979Z digest=sha256:8a57f6df93690a2abc02bdef600b870f8dd6cc5299c22bde95f91289a261a242

Observation c8f27e83-2320-4fff-a1b0-dc497e92dca7 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.655483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.655483Z digest=sha256:7268a3e04836be1bef4340e6e16f9a972c30385e130156b454d52b5ae41e7313

Observation c546d9f8-ce6d-4ee2-b70d-42b61ae804b8 · outbound

This paper cites Chain Workflow: Decomposing a general task into a sequence of steps, where each step depends on the output of the previous one.

A Survey on Agent Workflow -- Status and Future Chain Workflow: Decomposing a general task into a sequence of steps, where each step depends on the output of the previous one

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.660164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.660164Z digest=sha256:40d108d7318c2771869cafd562f90904e581cdae54be2904f9a433d80f91dbb0

Observation 9fe3faba-4559-420f-b139-63a4621b2943 · outbound

This paper cites It determines whether a task proceeds in a fixed procedural order (static workflow), or adaptively changes based on agent decisions (dynamic workflow).

A Survey on Agent Workflow -- Status and Future It determines whether a task proceeds in a fixed procedural order (static workflow), or adaptively changes based on agent decisions (dynamic workflow)

Reference 9

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no resolver link, observed 2026-08-06T05:52:41.664980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.664980Z digest=sha256:9ae5ebd214f599291e99bccb9c82d73f7f17edb9880f5b3b2ab0ebe5371a6e45

Observation 49a374ed-4c49-4653-88b6-daa1b28aacc3 · outbound

This paper cites Problem solving permeates every stage of the workflow.

A Survey on Agent Workflow -- Status and Future Problem solving permeates every stage of the workflow

Reference 10

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no resolver link, observed 2026-08-06T05:52:41.669901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.669901Z digest=sha256:315cb7c345fc42b309812e71c4c9826eb534f7b7f8bd104c48963fed649edfee

Observation 3d2aa6cc-a944-4d36-880c-986e8682b6ac · outbound

This paper cites thinks” while taking “actions.

A Survey on Agent Workflow -- Status and Future thinks” while taking “actions

Reference 11

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no resolver link, observed 2026-08-06T05:52:41.674550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.674550Z digest=sha256:8e7d5fe79966a9b38a165d7ea34c5f8c73f6612be82abc7e45566422aa9fc6c1

Observation 166054db-7d21-4917-87bf-06d58ad9bb25 · outbound

This paper cites For example many products of OpenAI only allow to call the API of Open AI.

A Survey on Agent Workflow -- Status and Future For example many products of OpenAI only allow to call the API of Open AI

Reference 12

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no resolver link, observed 2026-08-06T05:52:41.679894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.679894Z digest=sha256:117d70aa716968640e74ad8a5a8b2f5d83d44df93da765c4fd9e0f04bf7551fd

Observation 3e52ea64-4dd9-4c5e-a6e4-c5ea58bb920d · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 13

Resolution
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no resolver link, observed 2026-08-06T05:52:41.684575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.684575Z digest=sha256:abf60f7073590fd89b222b449ffa4786637d724853ee2bdb91d1f445200e2f9e

Observation 723c22e3-e8fa-4f5e-9873-8818674efa78 · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-06T05:52:41.689498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.689498Z digest=sha256:5bb636e05fa8a977e996bae3a89aae1803052e6a74abe39b97250e26b9b11f7f

Observation 5e1f8d2d-0308-4325-a820-5307a8181d9b · outbound

This paper cites an unresolved cited work.

A Survey on Agent Workflow -- Status and Future Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-06T05:52:41.694109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.694109Z digest=sha256:e1e5cd82a719580260282253ff1ab81be987254114f561451065f788b08b8736

Observation dfbaa5f9-969e-48cf-b17a-b05c0fce5d26 · outbound

This paper cites no- code agent execution shell.

A Survey on Agent Workflow -- Status and Future no- code agent execution shell

Reference 16

Resolution
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no resolver link, observed 2026-08-06T05:52:41.698810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.698810Z digest=sha256:1d66f4604a835c5c0d4d84ee682f34f1141d4a42b85be563de5b5cf6fb1755b6

Observation d6287ae9-8609-4ea2-9863-857e7406fa2f · outbound

This paper cites Rug pulls in which attackers alter tool descriptions after user authorization (e.g., in MCP).

A Survey on Agent Workflow -- Status and Future Rug pulls in which attackers alter tool descriptions after user authorization (e.g., in MCP)

Reference 17

Resolution
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no resolver link, observed 2026-08-06T05:52:41.703819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.703819Z digest=sha256:6e5995e7c302ffdd5e404372eb1ed38fb7be6d86eff99ccc53806a9b2d70f1eb

Observation 94afb94a-1201-419b-8358-c707445a2842 · outbound

This paper cites Secondly, during the update phase, there are still some issues that may pose a threat to AI agents accessing the MCP.

A Survey on Agent Workflow -- Status and Future Secondly, during the update phase, there are still some issues that may pose a threat to AI agents accessing the MCP

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.586724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.709411Z digest=sha256:5a2ee254464d59b8486892763bf2096c100f310543f3f02e83a432f9063fb0aa

Observation 3dec0199-0f0f-49b4-a64f-74eb80a3c514 · outbound

This paper cites Adversarial data poisoning attacks pose a significant threat to LLM-based AI Agents; seemingly harmless prompts, when concatenated, may contaminate the model.

A Survey on Agent Workflow -- Status and Future Adversarial data poisoning attacks pose a significant threat to LLM-based AI Agents; seemingly harmless prompts, when concatenated, may contaminate the model

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.568152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.714351Z digest=sha256:b86ba8e76b1b0d28987884ec00f18da264a35085c29f34e41e6ff32ceff7de1d

Observation 0de2e91a-a7f6-4be4-a737-0e661bbb2aad · outbound

This paper cites For competition threats, malicious competitive behaviors, ethical concerns is found.

A Survey on Agent Workflow -- Status and Future For competition threats, malicious competitive behaviors, ethical concerns is found

Reference 20

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raw_fallback, observed 2026-08-06T05:52:43.546089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.718949Z digest=sha256:fbdb31030ba24f49850b5d2e6d01a53ac4f3972f4a2d85e6ebeb866b0db44912

Observation af28e87c-16ae-4b3a-b81f-b6b1f5783713 · outbound

This paper cites Short- term memory may encounter capacity limitations, leading to information loss.

A Survey on Agent Workflow -- Status and Future Short- term memory may encounter capacity limitations, leading to information loss

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.519625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.724626Z digest=sha256:39f278588ea4485e5bc35fe528e4e62d460e8e853871af8c7d393c4873386ddc

Observation 3007fd0c-478c-4f6b-a05b-486ca23d3e1b · outbound

This paper cites What if gpt4 became autonomous: The auto- gpt project and use cases,.

A Survey on Agent Workflow -- Status and Future What if gpt4 became autonomous: The auto- gpt project and use cases,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.501015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.729692Z digest=sha256:f2a94c1d260ee83bd3451d5a11bdaa431cfd92485108934094098a30a6ded87e

Observation 303ce9ef-4b13-4d99-a651-2ba2dc594ce4 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

A Survey on Agent Workflow -- Status and Future MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 23

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no resolver link, observed 2026-08-06T05:52:41.734781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.734781Z digest=sha256:54c01ff16f6f83a6369c619aefb6755e3fe72fa592ad37be5eab7b611ab9fe64

Observation 3e027213-c44b-4bc3-8d68-98e0de18ae7f · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

A Survey on Agent Workflow -- Status and Future AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 24

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no resolver link, observed 2026-08-06T05:52:41.740024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.740024Z digest=sha256:389b9d37cd616d427a5a7affc652bc3834f8fedd7878de98335f5b6f0ddd0a34

Observation 897c7f65-b884-48d9-90cb-9c630a81d962 · outbound

This paper cites Building effective agents.

A Survey on Agent Workflow -- Status and Future Building effective agents

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.484306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.745150Z digest=sha256:2c881df3b7f0bef271bb126940d7958c905868f647d3f6c9f3df416387721bf0

Observation ecde07c2-1c08-4f2c-8c6d-08d93cabcb14 · outbound

This paper cites AutoFlow: Automated Workflow Generation for Large Language Model Agents.

A Survey on Agent Workflow -- Status and Future AutoFlow: Automated Workflow Generation for Large Language Model Agents

Reference 26

Resolution
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no resolver link, observed 2026-08-06T05:52:41.750454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.750454Z digest=sha256:90cbb3bbb4a981f1eed4556a8a8caa48fd3f2de8477c8c67eda4f801b3c56a6b

Observation 286effc6-941c-4354-a874-1648fb7942da · outbound

This paper cites A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges,.

A Survey on Agent Workflow -- Status and Future A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges,

Reference 27

Resolution
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no resolver link, observed 2026-08-06T05:52:41.756318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.756318Z digest=sha256:48efcff17e77abdc7c587b9702f3a258ae16cc371dfac0f6da64615e2c9f2706

Observation 01f122aa-0073-431d-90a9-671ee8b88773 · outbound

This paper cites Multiagent learning is not the answer. it is the question,.

A Survey on Agent Workflow -- Status and Future Multiagent learning is not the answer. it is the question,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.458187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.761837Z digest=sha256:cd38f7b2df2647cb30d4cd84b8a985bd92c96145f480a1f444451dc31edd3fdd

Observation 8f6a165a-8414-4399-ba67-114c5fe9afd5 · outbound

This paper cites Ag2: Open-source agentos for ai agents,.

A Survey on Agent Workflow -- Status and Future Ag2: Open-source agentos for ai agents,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.442926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.767231Z digest=sha256:7aa324b5d7aca04d4f28792301b0c0195bd0d6fa4f96e989daa563fe10d3849b

Observation 15c065ce-aaa7-46f6-ada4-b4e298724d4b · outbound

This paper cites Pattern based analysis of bpel4ws,.

A Survey on Agent Workflow -- Status and Future Pattern based analysis of bpel4ws,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.425884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.772627Z digest=sha256:31ec812bdefde89c92b5095e143ae4e57274a870ded67ad93caa1ca3e02edb88

Observation 370ade01-11bc-4065-9de1-099da052470c · outbound

This paper cites Towards adaptive workflow enactment using multiagent systems,.

A Survey on Agent Workflow -- Status and Future Towards adaptive workflow enactment using multiagent systems,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.409976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.777972Z digest=sha256:969bbc6b756f4d3724ff242c655aa337fedd02dc98546279f14a2f89ee342009

Observation 1b8a84ee-b3e7-41f4-a020-1b18aa013af0 · outbound

This paper cites The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey.

A Survey on Agent Workflow -- Status and Future The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.782888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.782888Z digest=sha256:4b70e320bd269c423a21912c19024050c6cd82d52cd95016f9ac8ff80a63d038

Observation 5b9772ad-d264-433e-b04d-eb14128ef5d2 · outbound

This paper cites Workflowllm: Enhancing workflow orchestration capability of large language models,.

A Survey on Agent Workflow -- Status and Future Workflowllm: Enhancing workflow orchestration capability of large language models,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.393389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.788029Z digest=sha256:848808ebacd5c4c2155aa26636bfd9ae095946526a03c8b4cdf1e09c3076a643

Observation 0eca7a6c-54de-4bed-8819-a364aa979b11 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

A Survey on Agent Workflow -- Status and Future Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 34

Resolution
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no resolver link, observed 2026-08-06T05:52:41.793187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.793187Z digest=sha256:3e458b8b8d3ba84eea2155b4e3f1dcbd50bd153793b5ea3c9949d2e2f6ab402d

Observation e5a70b46-cc34-4adb-bbb0-775747ec1275 · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

A Survey on Agent Workflow -- Status and Future React: Synergizing reasoning and acting in language models,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.377480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.798600Z digest=sha256:f31632a322e57b0021854de2a59aec5a1dd5c29ed8ebd73d485be8e4c900d718

Observation d1223669-219f-4882-b375-b6729e71204e · outbound

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

A Survey on Agent Workflow -- Status and Future Tree of thoughts: Deliberate problem solving with large language models,

Reference 36

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raw_fallback, observed 2026-08-06T05:52:43.362602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.803483Z digest=sha256:8bc62b13140f74d96ac25c5d92d379e36357a81d56adaad3b01e86a9545fea85

Observation 0406e6c0-ea0f-4bfb-952b-30be548e4337 · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

A Survey on Agent Workflow -- Status and Future Reasoning with Language Model is Planning with World Model

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.808431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.808431Z digest=sha256:5a3b646ebf640290e444a8e9fcb686b1ab05fb4a55bd354ba2fba134ebf01b9b

Observation 101d6d93-9092-4880-958d-1f442ca538b7 · outbound

This paper cites Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference.

A Survey on Agent Workflow -- Status and Future Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference

Reference 38

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source=pdf_text observed=2026-08-06T05:52:41.813790Z digest=sha256:d8f42fd20729d8d3e1ac1a313df8761cb38d2b0042cdc660ba74433624443b82

Observation b9868ea9-f721-4b88-ada0-2a6c9d14d121 · outbound

This paper cites Do As I Can, Not As I Say: Grounding Language in Robotic Affordances.

A Survey on Agent Workflow -- Status and Future Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 39

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source=pdf_text observed=2026-08-06T05:52:41.819113Z digest=sha256:3305b69b6619e66ada51d1e98a7217db39e2db9ba5a6b3eddc0de68063e91da2

Observation 4d70ca09-92aa-44c0-b34e-1a5f5984f843 · outbound

This paper cites Inner Monologue: Embodied Reasoning through Planning with Language Models.

A Survey on Agent Workflow -- Status and Future Inner Monologue: Embodied Reasoning through Planning with Language Models

Reference 40

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source=pdf_text observed=2026-08-06T05:52:41.824703Z digest=sha256:8554e8b77b3b216d23a4b84a134d4337174ce43f2a14f966ea65e2f5b4c3555b

Observation eb1f0416-268c-4ae4-a57e-1ff72558dda4 · outbound

This paper cites Creating large language model appli-cations utilizing langchain: A primer on developing llm apps fast,.

A Survey on Agent Workflow -- Status and Future Creating large language model appli-cations utilizing langchain: A primer on developing llm apps fast,

Reference 41

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.830236Z digest=sha256:985c34e580ef8c063040dd1d8b31d2ae532239b6f5bfb29ac81c035528893957

Observation d0ed7731-1356-42c8-bfd8-87626ff1a519 · outbound

This paper cites Auffarth, Generative AI with LangChain: Build large language model (LLM) apps with Python, ChatGPT, and other LLMs.

A Survey on Agent Workflow -- Status and Future Auffarth, Generative AI with LangChain: Build large language model (LLM) apps with Python, ChatGPT, and other LLMs

Reference 42

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.837021Z digest=sha256:6235241cc5fb994501d4e21406f64a05755e97383e3d8f6ef47db5d4d11d83ac

Observation c973c28c-b3c0-4c04-b126-685920cac381 · outbound

This paper cites API Agents vs. GUI Agents: Divergence and Convergence.

A Survey on Agent Workflow -- Status and Future API Agents vs. GUI Agents: Divergence and Convergence

Reference 43

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no resolver link, observed 2026-08-06T05:52:41.841913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.841913Z digest=sha256:4e271905f485dc7cef7a4c43a33723d143e2d066cc97508c6a525704decc2f93

Observation 8bd17f96-ddc6-4465-803a-a5dda64897e0 · outbound

This paper cites ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models.

A Survey on Agent Workflow -- Status and Future ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models

Reference 44

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source=pdf_text observed=2026-08-06T05:52:41.846694Z digest=sha256:d27d02d711453997c4b097bc32fc299b85878b52629fdeedc3a3ab3257b94511

Observation 84ad4fd3-042b-41bf-ba6a-47b1a31ad1f4 · outbound

This paper cites Optimization for reinforcement learning: From a single agent to cooperative agents,.

A Survey on Agent Workflow -- Status and Future Optimization for reinforcement learning: From a single agent to cooperative agents,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.313862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.851827Z digest=sha256:3bebb257451820414980f476d4a665d6f32d9de4691a489a9fd0f4cd70b80874

Observation c0a06c4a-f615-4de9-b6d3-d8014eaf81b7 · outbound

This paper cites Multi-objective meta- heuristics: An overview of the current state-of-the-art,.

A Survey on Agent Workflow -- Status and Future Multi-objective meta- heuristics: An overview of the current state-of-the-art,

Reference 46

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raw_fallback, observed 2026-08-06T05:52:43.298030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.856683Z digest=sha256:b100d6308a2935ce5d79785aa87c33361a6323883d3b0e935e889da1ce562db1

Observation 0b396b62-aca9-43b6-945a-b42b203cfd50 · outbound

This paper cites Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning.

A Survey on Agent Workflow -- Status and Future Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-06T05:52:42.623185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.861501Z digest=sha256:04f6f50a534edc301ba031d1cbb3ec8a2659a1d6c31ad7219b6b115bad8018e0

Observation 0f8a9a75-ccfb-443b-bb03-605a74b0074c · outbound

This paper cites Large Language Models as Optimizers.

A Survey on Agent Workflow -- Status and Future Large Language Models as Optimizers

Reference 48

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no resolver link, observed 2026-08-06T05:52:41.866492Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T05:52:41.866492Z digest=sha256:19f1cef42599bb19017f5f5cd0af7ca9a0c77b0ce0b93c021af799cc79b67bf9

Observation 6f9d6b9a-eed3-4a2a-8f6f-b3ff47118948 · outbound

This paper cites TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools.

A Survey on Agent Workflow -- Status and Future TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools

Reference 49

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.872462Z digest=sha256:b873c61c5205b03b3fa917dda6ef5a69f9d7b11f41ab2bc3695d6a31df9b18d8

Observation d22ce808-0a12-48c4-acbe-eaabc15288d6 · outbound

This paper cites LiPUP-MA: A Residential Experience-centric Multi-Agent Framework for Living-in-the-loop Participatory Urban Planning.

A Survey on Agent Workflow -- Status and Future LiPUP-MA: A Residential Experience-centric Multi-Agent Framework for Living-in-the-loop Participatory Urban Planning

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.878585Z digest=sha256:d5b2d5c0b479e9364f7fb5a35d24a8e35d58a8372ce40395378122bb8616af85

Observation 97fc4ba1-5733-429f-8175-8029180f6637 · outbound

This paper cites FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models.

A Survey on Agent Workflow -- Status and Future FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models

Reference 51

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no resolver link, observed 2026-08-06T05:52:41.883487Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T05:52:41.883487Z digest=sha256:d39ec4a309a261cb2d843c35d911370a0b6c213b89fef367afad000d966f4309

Observation d492d931-1cec-481b-b0b4-1ac1695e864a · outbound

This paper cites Enhanc-ing investment analysis: Optimizing ai-agent collaboration in financial research,.

A Survey on Agent Workflow -- Status and Future Enhanc-ing investment analysis: Optimizing ai-agent collaboration in financial research,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.282742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.888352Z digest=sha256:27145f000b50f874eb19f7e0168293503f4d1029336b6e534ef606bd5409737f

Observation f1e7d851-98f5-49ca-ad89-0c7d68b0b321 · outbound

This paper cites Personalized feedback in massive open online courses: Harnessing the power of langchain and openai api,.

A Survey on Agent Workflow -- Status and Future Personalized feedback in massive open online courses: Harnessing the power of langchain and openai api,

Reference 53

Resolution
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raw_fallback, observed 2026-08-06T05:52:43.265484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.892739Z digest=sha256:d12065ea05a082005093f0ef6f8e95351c3e123306e19e37e16ed819c5ea9cef

Observation a423a120-4d09-460e-8404-3a886d413039 · outbound

This paper cites AI Agent for Education: von Neumann Multi-Agent System Framework.

A Survey on Agent Workflow -- Status and Future AI Agent for Education: von Neumann Multi-Agent System Framework

Reference 54

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no resolver link, observed 2026-08-06T05:52:41.897092Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T05:52:41.897092Z digest=sha256:baf3b67bf314f17daf390c9d274fb9b5c684acd68733410d902a67a27d4b7ca3

Observation cbfd3a53-c9a5-4a26-a81d-03d64907c8cb · outbound

This paper cites Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction.

A Survey on Agent Workflow -- Status and Future Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

Reference 55

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source=pdf_text observed=2026-08-06T05:52:41.902019Z digest=sha256:3982175cd453caf26e3acfba9d58a8c9a369ef8cc5fb5c104e200cd04aa0ba8b

Observation 3b3ecd3a-76cb-49ad-a45f-3e4c3439d94a · outbound

This paper cites AI Agent as Urban Planner: Steering Stakeholder Dynamics in Urban Planning via Consensus-based Multi-Agent Reinforcement Learning.

A Survey on Agent Workflow -- Status and Future AI Agent as Urban Planner: Steering Stakeholder Dynamics in Urban Planning via Consensus-based Multi-Agent Reinforcement Learning

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-06T05:52:42.510194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.906600Z digest=sha256:3609f303ee1c76afd8d7497d11e16c1ff4ffb36263e4636e0bc291a19487eeb1

Observation 9a5e631c-c84d-4640-a77e-69ba47113202 · outbound

This paper cites Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment.

A Survey on Agent Workflow -- Status and Future Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T05:52:41.911058Z digest=sha256:faa2a55bc764ef91aaf60cf369fe8d30d6a28ac96bb3fd8321d62f30fcd0b2b0

Observation 34039c2e-76c4-42c9-8362-fa4af5b6dcde · outbound

This paper cites Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents.

A Survey on Agent Workflow -- Status and Future Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 58

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no resolver link, observed 2026-08-06T05:52:41.916033Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T05:52:41.916033Z digest=sha256:36e099c10c3f323e30cdd45cdf3702050f6fe07f5587e1ef5b497bb384965ac8

Observation d042cf46-ad9f-47cc-b465-49c42d0d45cf · outbound

This paper cites An artificial intelligence agent technology based web distance education system,.

A Survey on Agent Workflow -- Status and Future An artificial intelligence agent technology based web distance education system,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.249907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.920723Z digest=sha256:c1658f87a1280c6c29714ab87cd220dad011658e72fb4ca2eae93c11e99cab3f

Observation 3900b50e-7b3b-4392-9b6f-9623bf48ab8f · outbound

This paper cites Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture.

A Survey on Agent Workflow -- Status and Future Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.925444Z digest=sha256:54e777419c2638a0674a6efe983ec6933ec5d1e9731cec7d37cd2636a8c73bce

Observation 1814bfe0-b384-4010-8217-3df1e13d9fed · outbound

This paper cites Model context protocol,.

A Survey on Agent Workflow -- Status and Future Model context protocol,

Reference 61

Resolution
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raw_fallback, observed 2026-08-06T05:52:43.234398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.930307Z digest=sha256:5fc4efb69b45ca21941ddb628e0c56d6812caf6e1beb99d2138dfebd9401e469

Observation aa852a84-c0e3-44c0-abaf-4a760454b555 · outbound

This paper cites Ai agents under threat: A survey of key security challenges and future pathways,.

A Survey on Agent Workflow -- Status and Future Ai agents under threat: A survey of key security challenges and future pathways,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.218184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.934553Z digest=sha256:f498ae751124131ee8039fbaffa663f7e6e70b3b4680156202c3ff7e77fb1bee

Observation ec1a3f9e-3829-491e-9a34-97e367d45f29 · outbound

This paper cites Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions.

A Survey on Agent Workflow -- Status and Future Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Reference 63

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no resolver link, observed 2026-08-06T05:52:41.938863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.938863Z digest=sha256:29c1156c59ea039df9c764f381913f6fb525168c3c6a81b892cbf25fb864d7cb

Observation 107ef628-7c23-476c-a7e8-e02de8ef776f · outbound

This paper cites Mcp: Building a secure execution environment for agentic workflows,.

A Survey on Agent Workflow -- Status and Future Mcp: Building a secure execution environment for agentic workflows,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.203889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.944505Z digest=sha256:78607c73c4107e60caee6eb3d235aa374b4b9e8a14bef57090c41b284d5a839d

Observation 07b529f1-a6df-4963-bd6a-818ad9e60773 · outbound

This paper cites Security of AI Agents.

A Survey on Agent Workflow -- Status and Future Security of AI Agents

Reference 65

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no resolver link, observed 2026-08-06T05:52:41.949113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.949113Z digest=sha256:2175a7a1f853cf56ea756365217a01546e7f3b499707694851c15c59749d27aa

Observation 9e64e1ab-309f-4d98-ade6-73c1f834e8c9 · outbound

This paper cites The emerged security and privacy of llm agent: A survey with case studies,.

A Survey on Agent Workflow -- Status and Future The emerged security and privacy of llm agent: A survey with case studies,

Reference 66

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.954047Z digest=sha256:4953fcf6b99d1f78d4668bf5e3579223c663f3ec6991f9650e94bbd8d61e765d

Observation ad1845d6-d450-4b90-a854-b5fa0ffb049e · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

A Survey on Agent Workflow -- Status and Future Why Do Multi-Agent LLM Systems Fail?

Reference 67

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source=pdf_text observed=2026-08-06T05:52:41.959776Z digest=sha256:7437c852b8661c3480c0538e9c042762427cbfa1b5ce289845d10ffdc0ffe7ad

Observation e7efb5ea-5ca9-4675-9ab6-4c7a3cc9883f · outbound

This paper cites Cooperative and competitive multi-agent systems: From optimization to games,.

A Survey on Agent Workflow -- Status and Future Cooperative and competitive multi-agent systems: From optimization to games,

Reference 68

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.189493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.965868Z digest=sha256:0d60e258b8da3b995fb0070ffcf08eb967695debe338b9ae34e6b97fb1a45d78

Observation 67f2090c-2213-4c4a-8e0d-f8704afb6ff0 · outbound

This paper cites Unveiling Privacy Risks in LLM Agent Memory.

A Survey on Agent Workflow -- Status and Future Unveiling Privacy Risks in LLM Agent Memory

Reference 69

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no resolver link, observed 2026-08-06T05:52:41.971244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.971244Z digest=sha256:a0a611e13355512b12f17a57d676437a03d33548ddb7b526a13e941002f2dd74

Observation 956f9f2d-c2f3-40b8-a187-01c5942f3fff · outbound

This paper cites Ai-based conversational agents: a scoping review from technologies to future directions,.

A Survey on Agent Workflow -- Status and Future Ai-based conversational agents: a scoping review from technologies to future directions,

Reference 70

Resolution
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raw_fallback, observed 2026-08-06T05:52:43.173570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.977334Z digest=sha256:32a4e97ef43e254bbc8cbd74c28bb9cb6d02bfb0577a366816871e11085a94ba

Observation 1396970c-c7e8-4c1b-88c7-3f786a704200 · outbound

This paper cites EvalAI: Towards Better Evaluation Systems for AI Agents.

A Survey on Agent Workflow -- Status and Future EvalAI: Towards Better Evaluation Systems for AI Agents

Reference 71

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no resolver link, observed 2026-08-06T05:52:41.982936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.982936Z digest=sha256:f39c8c18316c9e6bc13d7d19953041196d99cfc512e0e1093a2a01b062696024

Observation 7bfdc2ec-c3fd-4733-97a6-4a6971fd6b3e · outbound

This paper cites The rise and potential of large language model based agents: A survey,.

A Survey on Agent Workflow -- Status and Future The rise and potential of large language model based agents: A survey,

Reference 72

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verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.157092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.989820Z digest=sha256:603228377452524975e7ddb036fc14cfbe8a660f96167fbb7e500317d82e8d66

Observation 32f58d8f-690a-4980-bad2-f8ae614c6dc1 · outbound

This paper cites Multi-agent pathfinding: Defi- nitions, variants, and benchmarks,.

A Survey on Agent Workflow -- Status and Future Multi-agent pathfinding: Defi- nitions, variants, and benchmarks,

Reference 73

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raw_fallback, observed 2026-08-06T05:52:43.139824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:41.995892Z digest=sha256:d18737dd43215fa65affacb91adef94f476f01cc46387352e50b5020ecbaf639

Observation df61ec19-eae4-49ed-898c-672e4c062400 · outbound

This paper cites Analysis of the anytime mapf solvers based on the combination of conflict-based search (cbs) and focal search (fs),.

A Survey on Agent Workflow -- Status and Future Analysis of the anytime mapf solvers based on the combination of conflict-based search (cbs) and focal search (fs),

Reference 74

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raw_fallback, observed 2026-08-06T05:52:43.122348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.002234Z digest=sha256:24fa6b368f1adb194104a2ef19a95b3154cc43b2d701fb344916c955d2f68dc5

Observation cee614d8-be7d-4d2f-87da-c1a7f6a8ce4e · outbound

This paper cites agentuniverse: Multi-agent ecosystem for autonomous agents,.

A Survey on Agent Workflow -- Status and Future agentuniverse: Multi-agent ecosystem for autonomous agents,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.101126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.007036Z digest=sha256:8691d2fb01c0626ed37b8bc6c679c0bac2908a802c36b7ad85ab8117d9457a3e

Observation 6e847abb-168c-4782-a446-ff9157631d01 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

A Survey on Agent Workflow -- Status and Future AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.011650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.011650Z digest=sha256:3d3854f2e37722f4ada4ddaed70e6da9b0cd2e21d2d1405745a3c9ab7402d61b

Observation a7ea2b51-9239-49ea-bef6-61054798335d · outbound

This paper cites Agno: An agentic workflow framework for llm applications,.

A Survey on Agent Workflow -- Status and Future Agno: An agentic workflow framework for llm applications,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.080066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.017995Z digest=sha256:bdbd26fc9ec9681d130063de6633b87e746321ba1f87183de8009ccb3cf86f3c

Observation 424fda92-255e-4226-a10d-cf5ec8c7b451 · outbound

This paper cites Camel: Communicative agents for.

A Survey on Agent Workflow -- Status and Future Camel: Communicative agents for

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.063885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.022724Z digest=sha256:be73c1ebb612cd7e661ca56ea8887d71603bf20aa4ee6dea37b8569b5b245bde

Observation 2c52042f-385f-4ddd-8a7d-e6f64b1f0af4 · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

A Survey on Agent Workflow -- Status and Future ChatDev: Communicative Agents for Software Development

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.027354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.027354Z digest=sha256:9a857f9a1ce715d89fd86b2c799b525c870fcff319d2e7b434428974afc8e9af

Observation faf15cf4-85f7-41ff-ba39-16fd8112a071 · outbound

This paper cites Coze: An open framework for building agentic applications,.

A Survey on Agent Workflow -- Status and Future Coze: An open framework for building agentic applications,

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.045977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.031959Z digest=sha256:df1668884848b9ffd1fe1e9b1a9a72b10705a0f63c701be70f1fed04c599c98a

Observation cca02938-5b4f-4f0b-b617-69028a1ff2b1 · outbound

This paper cites CREW: Facilitating Human-AI Teaming Research.

A Survey on Agent Workflow -- Status and Future CREW: Facilitating Human-AI Teaming Research

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.036634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.036634Z digest=sha256:fb7a42862916e961acf47e87580ccf627953a8037b2afddc5ef0a888cc112461

Observation 85e6b8f3-a36e-41f6-a0d4-528259e9e6b6 · outbound

This paper cites Introducing deep research: Openai’s new system for collab- orative reasoning,.

A Survey on Agent Workflow -- Status and Future Introducing deep research: Openai’s new system for collab- orative reasoning,

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.027428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.042471Z digest=sha256:4ac048cc6dede64ecc0225527de2a2b7d989b54f30866b620ae057183a106fd0

Observation aac49d29-3f19-4929-a0bc-73f88e1b3964 · outbound

This paper cites Dify: Open-source llm application devel- opment platform,.

A Survey on Agent Workflow -- Status and Future Dify: Open-source llm application devel- opment platform,

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.998023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.047272Z digest=sha256:f44d4b9ce3628775e829d4560d818e4d3d9e37ee89b2212383e408cbeca0a805

Observation 8f113fe0-91c2-4d1d-8c54-2060d59ad177 · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

A Survey on Agent Workflow -- Status and Future DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.051670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.051670Z digest=sha256:d1f3d39c7755436fe1dbbaf3e065a9d47f59416cfa0a2392dde8738342feb015

Observation ff490854-a74b-474f-ab4e-bb450510b8b9 · outbound

This paper cites ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation.

A Survey on Agent Workflow -- Status and Future ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.057090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.057090Z digest=sha256:91c4629e682eb8fb2d90b9cc6cfdd7c319939b9ec72c33828966efe572d09d62

Observation 72167ef4-00b1-4950-bbaa-d994508899a7 · outbound

This paper cites Flowise: Drag & drop ui to build llm apps with langchain,.

A Survey on Agent Workflow -- Status and Future Flowise: Drag & drop ui to build llm apps with langchain,

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.975743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.062641Z digest=sha256:fb9f62ebd9d7385b7997c54dbb44d3f9919ed49824f9a785ec49d1141a4ad711

Observation 5705622d-c6af-48b2-9b17-fea42e712467 · outbound

This paper cites Langgraph: Stateful multi-actor workflow library for llm applications,.

A Survey on Agent Workflow -- Status and Future Langgraph: Stateful multi-actor workflow library for llm applications,

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.954482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.067465Z digest=sha256:1a546c1498568a0bb598bf988a7b6dff7ba4476241510b2e63d21019e6501e91

Observation 6f5aac6f-b56d-4956-8f13-d0b3500ce5d2 · outbound

This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.

A Survey on Agent Workflow -- Status and Future Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.072252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.072252Z digest=sha256:57ab2043a5e2eb0bcc3d9aa021022b1fa9b3dc94ee52530e3422c3a61d781029

Observation dd08d80d-a2b3-4de4-ab09-562557ea0e11 · outbound

This paper cites n8n: Fair-code workflow automation platform with powerful ui and integrations,.

A Survey on Agent Workflow -- Status and Future n8n: Fair-code workflow automation platform with powerful ui and integrations,

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.936826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.076796Z digest=sha256:30fe825a04761bd4a88a99391a0a752908e4503c08855add93922c34fad11010

Observation 48af6161-facf-47ea-ba7e-40949260274e · outbound

This paper cites OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer.

A Survey on Agent Workflow -- Status and Future OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:42.081782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:42.081782Z digest=sha256:66a5d62e98c689766da1ef0795dfd1f9181004c5881c9e5b1212ac7aa9112c49

Observation a47e7f15-7e51-41d7-9bbb-4df36f75da31 · outbound

This paper cites Swarm: Multi-agent framework by openai,.

A Survey on Agent Workflow -- Status and Future Swarm: Multi-agent framework by openai,

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.914543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.087021Z digest=sha256:483df4c0fa37a1784b5708a2d689600164c70ba17353a650961cefe9f6746d35

Observation 0ce36171-b420-4577-8abc-34889bbe2c19 · outbound

This paper cites Phidata: A framework for building multi-modal agents with memory, knowledge, tools, and reasoning,.

A Survey on Agent Workflow -- Status and Future Phidata: A framework for building multi-modal agents with memory, knowledge, tools, and reasoning,

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.896048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.091571Z digest=sha256:cb8167cfd5315e2cf676a0be24f2c5111f424c15af26fd2cedcd8dae5b7df77c

Observation 52236d4d-6012-4927-9385-57733fd9629f · outbound

This paper cites Qwen-agent,.

A Survey on Agent Workflow -- Status and Future Qwen-agent,

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.877052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.095905Z digest=sha256:dc9dd8675717655111c9798498e45f3355eaa2b3e58e9abb098a951444dc68da

Observation c9c17c6c-ded7-4442-afb5-ab5b986904c4 · outbound

This paper cites Semantic kernel,.

A Survey on Agent Workflow -- Status and Future Semantic kernel,

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.858638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.101135Z digest=sha256:a7d845edc12b1e3cc330cb63cbe168514df85c2bd55782ae636c5314417f9ee9

Observation 37fad1c6-668c-484f-924a-caf97a07c895 · outbound

This paper cites Swift: Fast, reliable, loosely coupled parallel computation,.

A Survey on Agent Workflow -- Status and Future Swift: Fast, reliable, loosely coupled parallel computation,

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.842295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.105768Z digest=sha256:2c05049bc8a24e2d3048069655a59896575f3998df1b6c35a84ccb6792e48595

Observation dc9a4607-a9e5-43ff-bae7-7d8ca0a8c575 · outbound

This paper cites A notation and system for expressing and executing cleanly typed workflows on messy scientific data,.

A Survey on Agent Workflow -- Status and Future A notation and system for expressing and executing cleanly typed workflows on messy scientific data,

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.825803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.110236Z digest=sha256:128c85e8aea183e818a265c09c20c3e984f3faf10e9eb2c33b2bfa7c51e18001

Observation 7944ea2a-3f45-4ce6-94db-a780aee05019 · outbound

This paper cites Agent2agent Protocol(A2A).

A Survey on Agent Workflow -- Status and Future Agent2agent Protocol(A2A)

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:42.808381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T05:52:42.114533Z digest=sha256:8ef9a1636c8b6d8ebb48c219e6e4fe6c9bdebbc5a76aed439ad8ec85e18cc228

Pith citing papers

Observation 5dd5f1c5-7d0b-4f43-83fe-d4e1387fa742 · inbound

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company cites this paper.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Survey on Agent Workflow -- Status and Future

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.545711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:0fa4cd638a0beceead8b2d3b079ce4556f244b0cc7672591ab33450a177af7be