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Paper Citation Record · LEDGER

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold

As of 7 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2507.15559.

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

pith.paper-citation-record.v1
2507.15559 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:33:15.512370Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:31:04.721466Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact2
  • verified fuzzy19
  • unresolved40
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ccc27250-ca66-4962-9eac-b1a05cc34f63 · outbound

This paper cites Purpose-Built GUI and SDK for AI Development.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Purpose-Built GUI and SDK for AI Development

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.779740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:13.347065Z digest=sha256:df7acad0114447153b5f3b1b6da10cae5384dffab6733f0e65d180b7476ce8dc

Observation c93e4e2c-a1d4-46bc-a108-5f935cbdc383 · outbound

This paper cites https://docs.crewai.com/introduction.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold https://docs.crewai.com/introduction

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.771453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:13.389413Z digest=sha256:47ac3a20f887530c14899cd174150ad5bbad9cf6fb82d516c71be272387fb20a

Observation 66e2a105-1128-4306-970c-53070f28c540 · outbound

This paper cites The Open-Source Visual AI Programming Environment.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold The Open-Source Visual AI Programming Environment

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.763443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:13.477242Z digest=sha256:6162fe22226d0f4890cf02eae24c2deada419324c022076cad59763071b55600

Observation 0af6aa57-28f7-4bb6-8032-511c6ac1a5ce · outbound

This paper cites Multi-Agent Orchestrator framework.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Multi-Agent Orchestrator framework

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.755442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:13.579312Z digest=sha256:15e13cea7f486dca4469af46730fd35a833654bcdfac033f5ac42ce7880c13ab

Observation aa6adba8-5a20-4ce8-bc25-5bb7315ca698 · outbound

This paper cites Building Effective Agents.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Building Effective Agents

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.746640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:13.648290Z digest=sha256:4d06c93b410e32867fd337392929c1a0cc3288f3751b57967f5b427960c8ef06

Observation 4f331bf4-7927-452c-88a4-9f1e94d527e1 · outbound

This paper cites Bostock, V.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Bostock, V

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:13.687237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:13.687237Z digest=sha256:8d52481d9b8e5a0741298ab20cb65af947af3c3e190ba319feb8c584675fe83e

Observation a4d6e086-edea-4245-9969-9342e614355a · outbound

This paper cites Buxton.Sketching user experiences: getting the design right and the right design.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Buxton.Sketching user experiences: getting the design right and the right design

Reference 8

Resolution
malformed identifier
no resolver link, observed 2026-08-06T15:33:13.927431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:13.927431Z digest=sha256:75b5bd2a26db13c5e79730744e60200d98f5e2734e9775002723249de644397a

Observation a84a2480-00e3-42a6-b781-ad10ae268df2 · outbound

This paper cites Cemri, M.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Cemri, M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.733637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:14.076003Z digest=sha256:f94c52cc289be1c37748ff89e04781522481f4a59db1705b3f98b32ae1e8f9da

Observation d3d731eb-a8ac-4de3-bf8a-cff38b047db6 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:14.379484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:14.379484Z digest=sha256:9936b5b7160c4ea4848861a9271065ebe448fea4060e34579b6d1f33ca7c01a0

Observation f1bff411-af6b-4ec6-acda-a5de177e727c · outbound

This paper cites Dibia, J.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Dibia, J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.726152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:14.493841Z digest=sha256:84fba101c1fb9ed7dbda3019fd7799dbd46c3ede5b42ad96dee6bd99aa280d2d

Observation ea7ecb47-c688-401f-adb7-d4cc56ae5c0a · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 12

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T15:33:16.516885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:14.602845Z digest=sha256:0c428770844bd1bd3450cfee8304995c7f592309160a98184fa4c06da41f082e

Observation 90c2c82d-e0db-43fd-a786-4a9be41d7232 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.718710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:14.746962Z digest=sha256:be746c7cf010197b687bc65d80c04a0068be5d4732df133d297a3967a5858845

Observation 93c370e3-da6d-45c4-b338-ef1f7d3fc8c7 · outbound

This paper cites Epperson, G.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Epperson, G

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.711255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:14.901799Z digest=sha256:fa04bedeabba60925eebd11d69cc14e9182b0154ff7b7bb3e21b3e02282ef8a6

Observation 073aaa95-3488-4e61-8cf0-bd0d026632bb · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.031933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.031933Z digest=sha256:0fa94afdbc96d070e3a327fbb4f914c0350c55d5af77e40ab6618e1d770a75de

Observation d56d782d-313b-43b1-8e09-934df1c1d8f2 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.703594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.146994Z digest=sha256:743f290496769c7fd33e11905517906cc5e14f91d31af7d384e178c805cba81d

Observation 279aaaee-9877-4bfc-8e05-be6e32b10ee7 · outbound

This paper cites Towards an AI co-scientist.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Towards an AI co-scientist

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.237268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.237268Z digest=sha256:296b141b22366315291e424fc980dbfeaca9fd0abe80f02c3b46bf0aa48fd229

Observation 87c54ae8-f740-4b77-bbf7-26c86967cd35 · outbound

This paper cites Grunde-McLaughlin, M.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Grunde-McLaughlin, M

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.329858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.329858Z digest=sha256:7af45ef6308e269e367d599c16219ca7c254505d5bb1c0a6a06b7e957547a5d8

Observation c7bff6e1-8225-4a12-9caf-e66e3930446c · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.395470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.395470Z digest=sha256:196edbdbb3c16f014f3aa4f5f72ec4d324f99f96f5a17415efc5c5a23a359b30

Observation 2215ec50-4928-40e8-80e7-9d36c35eec60 · outbound

This paper cites Heidegger.The Question Concerning Technology, and Other Essays.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Heidegger.The Question Concerning Technology, and Other Essays

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.693355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.398581Z digest=sha256:0d875c9a481e57eb3d521146c36ae9785e7425b442fcf121ade546c4f152580d

Observation 3052b154-4154-4bb1-bb43-0703d43a1399 · outbound

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

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.401463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.401463Z digest=sha256:0ec9496346d332e460283f189bd761ac342b7439626cb9aaf529e0e534563c94

Observation 5e0d6f0b-2adf-4603-b727-2bce2089ff6e · outbound

This paper cites Automated Design of Agentic Systems.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Automated Design of Agentic Systems

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.404835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.404835Z digest=sha256:6659ecd951d53e9b66eb47af7290fb51de74bc2ec0d250434a95cac09cb6e7bd

Observation a4965e14-6101-4bf5-8b6b-51f9f9a09cc4 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.407994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.407994Z digest=sha256:24bd747cbbf3dcb3d4b6ede7392cfa9099ac4f118372776988a6bec4891314ca

Observation 565904ca-e9e5-42ac-a52d-ae762a8b6b97 · outbound

This paper cites LangGraph.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold LangGraph

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.685327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.410380Z digest=sha256:d9941ae60ce05ae5e0424db83119129631aa2ecd57b9d28b8244babfa2b15b86

Observation f004c135-966f-4aaa-b922-e89a0e92a297 · outbound

This paper cites LangGraph Studio: The first agent IDE.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold LangGraph Studio: The first agent IDE

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.677769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.413267Z digest=sha256:88236673ba6f11c4301893407d6b0692ff6eb7affd627cd8f4cb9f8eaf5e622b

Observation 3e440ab8-7f6d-45d5-9f95-e9f93fb514e8 · outbound

This paper cites Multi-agent Systems.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Multi-agent Systems

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.668874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.415980Z digest=sha256:d615b07774e262585b51a3f5749b2965db0150faf0b9f7a0744bb2fbd544faa8

Observation 4598616b-b023-46bd-a2a3-b54773629034 · outbound

This paper cites Multi-agent Workflows.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Multi-agent Workflows

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.661052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.418740Z digest=sha256:b00c52774f1a347485448aa2fa500cea1e21a93e00175e167ced3a13d2fa60b1

Observation 7ad2c71c-b620-40b3-918a-a39fed115a6c · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.421042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.421042Z digest=sha256:9a67a74052902a6517a84581971be116d8c2dc2034a02e5054d9cb5e1d2c1d8b

Observation 13cde032-93b6-441d-8d58-54629596ea25 · outbound

This paper cites Liang, Z.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Liang, Z

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.423595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.423595Z digest=sha256:d51d2af791d93a84e9ff9c4d3f8c999f8ebd9028497b08d4c36ed80fe41013c0

Observation e363e550-a556-4f50-aeab-cf874e5bf749 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.425970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.425970Z digest=sha256:f950e671e693f4e127dd88da15c03089bf609de5473893c8bdaa59d3b5c656f6

Observation b38bb52b-9e84-454a-861b-88d575222668 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-06T15:33:15.743477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.428361Z digest=sha256:05c616ffa4420df1ab14890a8458a031c314b12dd56b508acf5fbb9e92e96a5b

Observation 8acbf3f2-0c7f-4275-bfed-f93f6e031b6d · outbound

This paper cites Conversation Patterns.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Conversation Patterns

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.653370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.430968Z digest=sha256:b711168b231acb8d690d430f71b33142f2a0b7d51ba94fff2b7b6d2245de1626

Observation e94a26b2-dc29-4fa7-8917-cba700ab3408 · outbound

This paper cites Multi-Agent Design Patteamrns.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Multi-Agent Design Patteamrns

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.645544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.433492Z digest=sha256:1862fd0dbfbad4b9302198dd6a715faaa45ab9c0d0251d06656c5e342f4cfe76

Observation 6aa9cf08-8755-4efb-95ae-c82b8ef30ed0 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.638209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.435738Z digest=sha256:ac6cee0b75d975ffb915eda8927a7d79995a4c47eaec281b63e38c456adc1902

Observation e7b5f75c-fdfe-4a34-911a-bab7524a9016 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold WebGPT: Browser-assisted question-answering with human feedback

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.438135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.438135Z digest=sha256:78015dc42e7af9de55850d53430948d44cfbb7569e05fd80d7c9946135ab524c

Observation ab849c21-ddab-4bca-9632-885342560b32 · outbound

This paper cites Flow: Modularized Agentic Workflow Automation.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Flow: Modularized Agentic Workflow Automation

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.440728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.440728Z digest=sha256:172c4e9144e54302f66fb32f73ee36d747168399aaf486956b4c5eea266b6cce

Observation 4f53c40b-046f-4de2-a20f-e697beaf8b01 · outbound

This paper cites GPT-4o System Card.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold GPT-4o System Card

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.443429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.443429Z digest=sha256:43efb72abb9edd32eac753f2304da0beefe8fa8e53f7bb4aac9958a82126fc31

Observation dca2b9c7-3763-487f-b20c-4f905da107f2 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.630662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.446122Z digest=sha256:bf3f3b737518fe2d52cbc550c55ed8e9b19396104b560e6c38d5ba2bb9ff21ff

Observation 12b85e6d-46e2-4f33-bf2c-1e54edd635d9 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 39

Resolution
verified exact
doi, observed 2026-08-06T15:33:15.641048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.450891Z digest=sha256:5e7608594ad56abe5128f36ece8e066680fbc60be3ca8f95c6b3f29d2822e81e

Observation 350f0473-f204-446c-803f-0c9587a21808 · outbound

This paper cites Prasad, A.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Prasad, A

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.622581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.453563Z digest=sha256:be32dea66585426a692b92b2868898663369c0315f234c11aa9e1dc72a95080a

Observation 0cb64dfa-b496-4408-aab0-c9049a4a9848 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.456418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.456418Z digest=sha256:ea1503758af0761b0d8c2156ddea7db5a6fa5af48cfe98821916e276f13c7115

Observation b4d261b4-5131-436a-abbe-b6ce1717cc28 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.459013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.459013Z digest=sha256:32ef357164bc0dd9d267ef3fc2270792a703eb32f6e3d5a32b2839730b08cf22

Observation b3eef569-5e3e-42ed-af74-5bb6edb63c53 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.462000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.462000Z digest=sha256:73979cd9815815d0098e2ab7903e128f55b1af092774bf7a1b22ace63d50b0cf

Observation c2e37256-180b-419d-bace-a3726ce8affe · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.464393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.464393Z digest=sha256:c229e4e7c02421c6f8fe060fb79f1faaba62e8f2407a23a0bff892edb280538b

Observation a7a3183f-2cdd-448a-a3da-3e8f20164e7e · outbound

This paper cites Movies dataset.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Movies dataset

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.614066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.466684Z digest=sha256:c00d4b117a8e41b50dfe76be9986a1f2c3e790921dc5958094294b8c316778ad

Observation 4c81b950-9de3-447f-9ece-eaa64e3ca2b1 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.605653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.469105Z digest=sha256:79083a9d7b1f1abd57aaba8a7c5d5713f8d281724a5eb583027bf657505b85a0

Observation c46c57d8-5ea2-4ebf-8163-f25b45e0547c · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.471391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.471391Z digest=sha256:aec74ab9adab1d8eb13d7addfd17e035d0f91f434c9a7a754bbdbfed3fc2cc76

Observation 41e0eac3-f7e5-4183-b44e-07f4340a5c62 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.476646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.476646Z digest=sha256:e576ab4e846d1334dab41dde960b02b9dd3657e8e8cd29af0d1d0ec37bfa9129

Observation f62cd4d5-fae4-4377-a4ae-3077eee494ce · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.478933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.478933Z digest=sha256:70b76d7e27b861e673697a4d34d73d48b2af14ff7ef2d4210df0ae771b190c37

Observation 5c12f857-d9bc-4036-89e6-799c9e859f8d · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:33:16.597530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.481265Z digest=sha256:1facb8799242b649f35909852dada6659eae6cf6631a0a8f018f252528206abc

Observation 127e25e6-77eb-44f9-a1af-93220bd540c0 · outbound

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

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.483603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.483603Z digest=sha256:11f7045cda77a3fc2b68c734cd30da7bf364a34afdc686c2c25f5150c13fe5ec

Observation e889cadc-7e08-485b-abf2-3e18c8010ba3 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.486269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.486269Z digest=sha256:8bec6ac3a264a7c3543246ce681ffc23c6211bd7a27a2db931f74f9aff1cdc1c

Observation 28ee3b81-4cc1-4ce6-b3e7-3c2f8103fbdc · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.488769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.488769Z digest=sha256:4791464d2c07dad34f484e4dc57dcbae40b71212a9ddb7b2de1a6ce5741795f4

Observation f8863062-ae16-4e62-bb35-29901c30a8bf · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.491083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.491083Z digest=sha256:92eb88f02f5979fca0952675caee6b273c67f85afb3e3b6bd78b914d370e04b7

Observation c23e242d-ddee-46bc-bfe5-545259d7dbae · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.493954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.493954Z digest=sha256:7bab4c98ef520975c647a60b7352bf217664e291d44d2ac127eab73bfb36358e

Observation 89b55563-9233-4a92-9ac3-67c7a3d1af34 · outbound

This paper cites Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based Agents.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based Agents

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.496146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.496146Z digest=sha256:321edb312de10095936bf85e0cae1b196e24d8979feff29bfbf60e0d92ef78ee

Observation f7a926fa-48f8-440f-afc9-15d4ee0d7dab · outbound

This paper cites Zhang and I.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Zhang and I

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.499132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.499132Z digest=sha256:ce451af60bdc204096efbc1f40fddd34032e0f49d823e6c2495f6e2904b36776

Observation 1125ee26-8873-4bb4-be85-b8583120874b · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold AFlow: Automating Agentic Workflow Generation

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.501372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.501372Z digest=sha256:56fe9d971577343197f6f4c474bbea46db46a9e762e2608df32d343bb2e322c0

Observation f28e62d1-ad6d-4591-ac8b-779ce44c2698 · outbound

This paper cites Zhang, J.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Zhang, J

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.589424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.504024Z digest=sha256:0a406b4c96547072895e826e8f443d0af6a5345f31ecd82407365abcdc4dda77

Observation c4d67b64-665d-4350-92ef-295844fb5b06 · outbound

This paper cites Zheng, W.-L.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Zheng, W.-L

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:33:16.580195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T15:33:15.506563Z digest=sha256:3bf2840f4b9082b885a5ba713397b740c1a4afb84d90bda83f0691cb2c98c068

Observation 287e1bdf-3970-4f52-84db-3317a28e3a25 · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.508962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.508962Z digest=sha256:5d7a7ccdc0a1c322d7d38e7d63e4a0b874691e54e71026b98c549af444da298a

Observation f08018dd-6289-4548-8dd7-53dc43b29f82 · outbound

This paper cites Zhuge, W.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Zhuge, W

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:15.512370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:15.512370Z digest=sha256:5876e0939535f16f8535294b95e795ab78a5dd7817bdc1efe29f56b887692ce6

Observation f231139a-4a82-4958-b1a6-bd1d6b5bb24a · outbound

This paper cites an unresolved cited work.

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Unresolved cited work

Reference 2011

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:13.702841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:13.702841Z digest=sha256:f9cc730016fa3c3975354cbcc05cde671f1ecf4ea30ca2070e9ff4090618ae54

Observation e8afbcae-ec67-4b03-a0ef-2631e4b9e256 · outbound

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

FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold Why Do Multi-Agent LLM Systems Fail?

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T15:33:14.226186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:33:14.226186Z digest=sha256:4a27798f43084ab1cf5e0c4cdd4dd88e96cf2bce68216896c160bf88b2b88fd2

Pith citing papers

Observation 8e5704c5-2e01-4391-943a-605bf6f1dc49 · inbound

Understanding User Experiences of Computer Use Agents: Design Space and Opportunities for Building Agent UX Prototypes cites this paper.

Understanding User Experiences of Computer Use Agents: Design Space and Opportunities for Building Agent UX Prototypes FlowForge: Guiding the Creation of Multi-agent Workflows with Design Space Visualization as a Thinking Scaffold

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T11:31:04.721466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:31:04.721466Z digest=sha256:fdc7f0735a110d634cd86847cec14cc60fd9d1f6bea7dc9db53137b0a0ca69ef