Pith. sign in

Paper Citation Record · LEDGER

A Survey on Agent Workflow -- Status and Future

As of 16 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 2026-08-16T06:30:59.297886+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

Resolution
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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
unresolved
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

Resolution
unresolved
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

Resolution
unresolved
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
unresolved
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
unresolved
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.709411Z digest=sha256:963f87a6cd2f12aaccf5151a89993dc4662adb161220e9003cc2b7d1f860e8d3

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.714351Z digest=sha256:5c1c8b29c5f7e86adb21940a337bcc6dba159af40fb77bb9c13173e54dccf1a2

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.718949Z digest=sha256:45c56bc0ff196a4566db0dfd91a6a0adf53af736f48c222f58a594170b0ed7fc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.724626Z digest=sha256:5d63947a5316fcf4e2b60f20e7e7a9bca1e0fa59b6e172cd8bdc0b4ad3abfad4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.729692Z digest=sha256:2a8f198e630d90127c537df893a935899c6df3c8cb3aad8813350d37b5ca36c5

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

Resolution
unresolved
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

Resolution
unresolved
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.745150Z digest=sha256:cf28a528953ef8369c527240f5d2d4898bcb500f8e6604c5225651cc61c1b8a8

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
unresolved
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=sha256:0e656ca6bafe40a76c79c51bcb439950982f165bb38a6dacbd781ad87bc1af95

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
unresolved
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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.761837Z digest=sha256:d335696ba40de4efb78659d1d81836c015fd2c41bdfcb0fc7c1b2ea2644f194e

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.767231Z digest=sha256:f8ed1cb6e0df6daee8cbfccf066b33e8278e3f6bc7ffd078f80adb38a1e4eb10

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.772627Z digest=sha256:17e893913f2d05dd2ffa1bcc8131b0cfcb7552a63d975ac38817631f73cd60f2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.777972Z digest=sha256:463d9a541db751cd610e1f868874e1614f55a2888ae2fc1eb3bb34a5cc2b39d7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.788029Z digest=sha256:6d87499a22cad4b8c6f864e9546c7a3e73aa3fa3447eb2dea778a3533e2fce42

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
unresolved
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=sha256:1fd0a443ec29768afcadd6789811d189c99f20c6eebc73279cf71d8a4abe3382

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.798600Z digest=sha256:551c7574333aeb011b9bb3a43e8e8a1890f706c65e488b2f6de1584693f53630

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.803483Z digest=sha256:e04ae26543c22cba5e666ee4d3b781513535806ee299d9c16ce56beac18555e8

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=sha256:5d4ff24e42de2eb45777057fd7638ebd6f772c3538a49ecafe1f0c6ecebf1067

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.813790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.813790Z digest=sha256:378569130c553f4ee233dceced16b78ed6fe1e3f84abe73ce38c33d1d7161d94

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.819113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.824703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.346221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.830236Z digest=sha256:c45155ce9107f5acd09013e26ff7e6cb820f987c7f4348187371948ccb81258a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:52:43.330550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.837021Z digest=sha256:83c5497519f3642cc60b8438ceeeaf0ecd6d8cae2681e9666ae5eb251dc52938

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

Resolution
unresolved
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:ace0f73f0232d39be52e0b25d3755a91aca93093c339d77697f10abf04d600f1

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.846694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.846694Z digest=sha256:a2ff4892a06513f1a6dc9ccf3f2d6f0271683ef8e097ac2590be3c091fdb6c44

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.851827Z digest=sha256:a3769d4894e2b5be33fde96a4e37f0721e3322871d996951d2b17262507c9378

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.856683Z digest=sha256:ca635146955a736a129b06cc96ed53c5278012db3254f3b38c138371268df5df

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.861501Z digest=sha256:c939a76219b04b31fad429469207dabeaa902fbc4517754d4daf2bab9b60c762

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.866492Z digest=sha256:71337304cefe423c4fc7ebca576a1ae46abdf2ff98f79f7440047f72529820e0

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.872462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.872462Z digest=sha256:d41ea79f204642edbb6a427ba9a5c754c9410b617dbe4442040104f9fed2044f

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.878585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.878585Z digest=sha256:40ec723e27505fc2bc4a5221caf23cd8cafdd05b6b884e3038a553f0917ce016

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.883487Z digest=sha256:893ad05a3f8bf8ce2c9f71a4b456ca3e8b0fabd0f795da347af3a8d76763dc8b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.888352Z digest=sha256:b985a11d5c93c863133a5e4b09e741b9fd2dc0a118d9dd0c2af7169a32a71658

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
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.892739Z digest=sha256:77856c294ef2be8ea656406fd9ca4b67c975edb5fafaf15f780af957a087f96c

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.897092Z digest=sha256:d506ed5203de70528779f281385fe88778d0eec963e530d49a3d4de2b47ddb24

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.902019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.906600Z digest=sha256:af5c978c5fc4af121a7eadf5fb455ceee87bef3544b8bb6251aa3e52b9c41587

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.911058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.911058Z digest=sha256:9586dd5a1998a669b01034e12a81dbb4b5dcca13e609c7f487f64d73405c1f80

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.916033Z digest=sha256:c6922551f5d46704c77b7923d42ca3c1e46f88fe5a2ac54db4f1a42f787cf569

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.920723Z digest=sha256:6aaa3206b2555bacb33ba5299a3b16496cac67b8f6fbdc94b1bbcaec592e2130

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.925444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.925444Z digest=sha256:da1d0f86ba481055b30589693bc856bfd5ef17207334ce4af6f0c5ec79532766

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
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.930307Z digest=sha256:860c07a6fc39d733539ece26849931c019976c7ae5cd658f652d845bcf6d4fb8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.934553Z digest=sha256:54d046ddb63a8f870369a185fe7d5edc9fd00d6bf95e85005a76165a5bf94f6d

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

Resolution
unresolved
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.944505Z digest=sha256:d9ea622f9d25caae70c16f4b63f248e20ad250690496113597503b59c7bc4a23

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

Resolution
unresolved
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=sha256:67f339a0a36c4b8261ab0ae3af3c5b51749ccc0ab4f02e56b8d7f793352f13e4

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.954047Z

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

Resolution
unresolved
no resolver link, observed 2026-08-06T05:52:41.959776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:52:41.959776Z digest=sha256:9bd8fad4edb43fc27963a9dde98dd768e7bdb60a6e6ee0b81aac094fe23541af

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.965868Z digest=sha256:492f30244d561cd0d5fc398b72dcbf4b6ef36018ef0b73cc9d90079431c10a84

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

Resolution
unresolved
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:d6afef8bec37b613685801116bb86dede455dee42e2fab57278de5dffaa70dc8

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
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.977334Z digest=sha256:5e02849c4fcc2af9ea6cb59eea674f5c3222fbd2e08d0e8a174faf4790166ee0

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

Resolution
unresolved
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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.989820Z digest=sha256:92cfa886051c18900d268ff5d5d20196154e1719534f45b01473aec8fe1ddf89

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:41.995892Z digest=sha256:4a09968b8baaf444a87e6f8e052e869f1394688418fbb4ea813628145e33efbf

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.002234Z digest=sha256:5d30ef08a9f2c5201c2f6d4bfb08b6d0a3eecd1f24d1f7f7acda13296789b9b2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.007036Z digest=sha256:8d29ccb5dd3d8076cf2087399d7ea3e009a575caf783adec7ba01a35382a80fc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.017995Z digest=sha256:8a54aa64b43c5c1b549aead93d8700cb1dba77a3dcbde60612e931cc0c1e361c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.022724Z digest=sha256:d8e16a21e1e6543d3203c978455df89579f7c16e48c88886a6c8f77802869faf

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:f5dac5550712eb14d830fe9f75960c958022091a9cb1f76307849b83ff9951d0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.031959Z digest=sha256:05115d7041231abd41f0a855056c3cd723f70a1f0a125c9a94380bfb90da418f

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=sha256:7b584094f7c819cbbb4bdc36965deba45ca877bfedfd112022069aee81f68efe

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.042471Z digest=sha256:8c57138f3e8e4733cf6ed0883f3db530a1a5f26a2afb2513f079ac8a1717b918

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.047272Z digest=sha256:0f63f3d1e50998fdcd8044780bcf58e71dcc4ac99578217de727bc21f4363852

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:ff7c6f44331705c1b71e3fcb59a44c9aaa677341ad7908b861cca89f272ccabf

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.062641Z digest=sha256:bab087324d8878cc4f92e6b552afcf59806fb3da0ba3affaf78fae9d84e3f4a7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.067465Z digest=sha256:65173b9f0037d46ef2dbdec0b3b2afe64918c9f67ddef5e09435931ce8a1e0a3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.076796Z digest=sha256:41418dde20a95d6b51f20b3097b7cde3e924b3455bab39f14ee56df1932a69b8

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=sha256:6c5c679d28d5349583fe31f0dee8b50a5b4ecf9a9c12425b66f8ee18489b580d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.087021Z digest=sha256:88fc2c343d8d069c7a8fe271463358b493f72506836bf7a0a516d02d06c8dce7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.091571Z digest=sha256:d5cf6ecc84b6c033ad48f9c6bc7dba9253596e3f2449c58ee92c57504574b319

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.095905Z digest=sha256:aacd2452781844169f1c8bdcd6bdb8bf270c6bdb78ffc7ac029966da032bc285

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.101135Z digest=sha256:4fd6fe839341936c36a1b32db50f532ed2ebe577f56454ca1099d53e1a2a3503

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.105768Z digest=sha256:047432ecf84c40fc3e8f3cb65d98589a6b0c3dd65b75d4548f725f78c5a7fafe

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.110236Z digest=sha256:849307a610206264dfea67a74774c6238341a41ee9881ea598cddfef93c40624

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T05:52:42.114533Z digest=sha256:1980b7d9a3ebd3c4040f6b7c4ac22360949b2816f8d34e790cc6dc7f470cb617

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:ca6fc7817395c028032faf7610de73cac5afee50cd8f0a3004294c4f97189920