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Paper Citation Record · LEDGER

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company

As of 5 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2604.22446.

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

pith.paper-citation-record.v1
2604.22446 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

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

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

65 of 65 outbound references displayed

  • verified exact21
  • verified fuzzy35
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e51a86f0-37b0-4c58-b051-1a1d1f617eb7 · outbound

This paper cites Claude code: Best practices for agentic coding.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Claude code: Best practices for agentic coding

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.457874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:a35cafe657024a67e0b4809e900fbebae278f9295bf63623a188df0f6a0bc4f7

Observation 797850de-aac9-48ef-9043-43b8493c2286 · outbound

This paper cites Codex: OpenAI’s code generation agent.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Codex: OpenAI’s code generation agent

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.485256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:205758416752abd077699bbdab1c18c6b053bf7e7234222c21bfaf6d3d0cc912

Observation b4d48854-4d85-4b2b-8ab3-aa8c1e585621 · outbound

This paper cites OpenClaw: Open-source framework for building AI assistants.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company OpenClaw: Open-source framework for building AI assistants

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.469553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:a2fe5e3fca6706219aca3fe91ce9528a3a24cc89cd7e1f0f5858b2a66ef1d3ce

Observation f6d11460-0fa8-4102-9f4d-f158e9c9f85e · outbound

This paper cites SkillsMP: Agent skills marketplace for AI coding assistants.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company SkillsMP: Agent skills marketplace for AI coding assistants

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.460988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:a47735b26354ceea95322918660cbe0634cab4fbd3e37a44867c97ad9a42af80

Observation 18b35d57-ad8d-4e4e-bb93-158c6889a6e7 · outbound

This paper cites MCPZoo: A large-scale dataset of runnable model context protocol servers for AI agent.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company MCPZoo: A large-scale dataset of runnable model context protocol servers for AI agent

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.563486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:4754495b545999610c89fb347f1844abfbff4495004705021da89e5995ac2944

Observation 606a61f4-77a4-419d-a0e3-cb4a63e50bd1 · outbound

This paper cites CrewAI: Framework for orchestrating role-playing, autonomous AI agents.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company CrewAI: Framework for orchestrating role-playing, autonomous AI agents

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.452444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:4a9cf29b2dac8c8c3ef499bfe45f8192e230d2615a7a8ff434521a26d02d87ad

Observation fcf369c5-c04b-4a39-938f-d29ad69a58e8 · outbound

This paper cites AutoGen: Enabling next-gen LLM applications via multi-agent conversation.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AutoGen: Enabling next-gen LLM applications via multi-agent conversation

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.516190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:69f1b3df7e32a9d02bb6b204b95263f211ca3d3dba27a97c384e512f52f29978

Observation 4bfb268d-6a41-4674-b3e8-5a56dd150485 · outbound

This paper cites Paperclip: Open-source orchestration for zero-human companies.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Paperclip: Open-source orchestration for zero-human companies

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.429568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:118b8735268d605559fb04df94eae75a8a8984dad595362b66bdaddd5bbae374

Observation 540127a6-c665-4caf-9979-15dc0e37ddfa · outbound

This paper cites TDAG: A multi-agent framework based on dynamic task decomposition and agent generation.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company TDAG: A multi-agent framework based on dynamic task decomposition and agent generation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.521258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e09f245c375d82c80a86f781f4682e9a2299608749b49ac20a9ff1a4720699f7

Observation c53e6f82-f03c-4e1c-ac95-0c3597f551e7 · outbound

This paper cites Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:32:18.834213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:999abad3e8d69bb1bad48e74098d9d5d688f3931d3fe58286494be397fc88f6d

Observation ae3451a2-91fd-453f-a4dc-58602c50b8f0 · outbound

This paper cites Self-evolving multi-agent collaboration networks for software development.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Self-evolving multi-agent collaboration networks for software development

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.463876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:75d4bd7b11ea7ea622390aec18e06e6ce44192ba31498cc2c45bf0e14e6781d7

Observation acc9747c-8553-4df4-b04c-c013e8f1acd0 · outbound

This paper cites Automatically benchmarking LLM code agents through agent-driven annotation and evaluation.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Automatically benchmarking LLM code agents through agent-driven annotation and evaluation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.441728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:07b6af31d00e1bba4d84b39ba827c394b3514100412cc50632846a4adfa9068f

Observation 5e15ffbe-5e56-4bf9-8367-ad7fcc0c35a5 · outbound

This paper cites Automatically benchmarking LLM code agents through agent-driven annotation and evaluation.CoRR, abs/2510.24358.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Automatically benchmarking LLM code agents through agent-driven annotation and evaluation.CoRR, abs/2510.24358

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:21:09.554948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2a057a96c5ee29b586031b2e6fe5f981baabc9c29f1c15b127eb95a4adcb4076

Observation 5a8a80b8-0830-4571-8c96-1f3568240a98 · outbound

This paper cites an unresolved cited work.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:37:50.487747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:4aaf02f4d73cae27192233a36ef59d75c76244242878d8af865c1f8d3cad23e7

Observation 06f297eb-3846-4487-abd4-9d09b72b547a · outbound

This paper cites Silberschatz, P.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Silberschatz, P

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.466680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:4066f459a067d1333b846db0474267313a5949067da1135a3c54e09fe8481be2

Observation c7045ef5-3fbd-4dce-a98f-381b01d612a7 · outbound

This paper cites Bandit based Monte-Carlo planning.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Bandit based Monte-Carlo planning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.510311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:ae87393f2a967fb1d0715436614972f46f843639631df499cab29a20057c2da3

Observation 4ff9f23b-d362-49a9-aa8c-f1100ff6e947 · outbound

This paper cites MITPress.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company MITPress

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.419759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:541d2a19fce246db4d261f24b4f27de318112d932e586359ccbb39d6b5fb22b2

Observation 831a4437-942d-4d5f-bff1-b4286505fd01 · outbound

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

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-16T18:49:38.916324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e7ab48fec92c48b702c5c0d53517431064529b16bff2850ddf0101d3047f2ec5

Observation ae772254-e14d-4969-af34-a3d88abe6637 · outbound

This paper cites OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:21:09.456893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:97da69bfa84950f2df647c66c45a3e08256226ee158b74aebd48887fd2ecfcbf

Observation 7c44401f-ea6e-4758-b0ca-1874ae02f04d · outbound

This paper cites X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:21:09.515950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e9ae031414062e0d0dda25668f2c77bf578b3ff9cc0c88543e4c5277f6392744

Observation 61b691d4-ef33-4f88-86b1-31f3fab076e1 · outbound

This paper cites Scaling large language model-based multi-agent collaboration.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Scaling large language model-based multi-agent collaboration

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.424559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:02263a5ddda41624df439eef1dd4a76ba5bd6f2c82ca7d27dd2f405b58b747e1

Observation 054a4260-5d92-40bd-84e4-e4ad60f3c22d · outbound

This paper cites A lightweight modular framework for constructing autonomous agents driven by large language models: Design, implementation, and applications in AgentForge.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A lightweight modular framework for constructing autonomous agents driven by large language models: Design, implementation, and applications in AgentForge

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.435954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:34c2e2d6eb49bf7a1f4235f5f85a28dfe3d3b646ae2fc7cf85a5d5aefcd70e31

Observation e717a366-240c-435c-bf81-25beddf27b50 · outbound

This paper cites AIOS: LLM agent operating system.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AIOS: LLM agent operating system

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.490934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:9dddccdf2cd686e0db25e893fe22be6d579a121220e16db110d4335b8639d42f

Observation 0ee25fbb-f6e3-4b8e-b423-edcce759b731 · outbound

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

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-13T09:02:40.585277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:69707b907f3b7c8fb335794dbf0cb541cd743cf9b382997ca62bad744dd507ed

Observation 90ed30a9-f504-4638-b97a-52d0c801e7c3 · outbound

This paper cites Agent2agent protocol (A2A).

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agent2agent protocol (A2A)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.497068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:f30b584d2eb5c63a8f56c58f6f7c2b0939354c7c2d444f1c9048a047d3600f50

Observation 883fa15d-7d08-413c-b393-1b1925bfddcd · outbound

This paper cites Cerebrum: A platform for agent development, deployment, distribution, and discovery.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Cerebrum: A platform for agent development, deployment, distribution, and discovery

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.499920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:abd03d1b40a4afdf97b754dc5d8ba78d93592a82bad4e31dd725d025f4f01464

Observation 3ce74ed1-0c76-4642-8267-88e0139b9a09 · outbound

This paper cites AgentStore: Scalableintegration of heterogeneous agents as specialized generalist computer assistant.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentStore: Scalableintegration of heterogeneous agents as specialized generalist computer assistant

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.493957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2756ecceb260e9a16f2b0b1b2183fe50200a30ee1a09dd5489036139e2f8d91d

Observation 3977c299-a18b-4430-891f-4288bbc6d5a9 · outbound

This paper cites AgentScope 1.0: A Developer-Centric Framework for Building Agentic Applications.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentScope 1.0: A Developer-Centric Framework for Building Agentic Applications

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.485779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:32e95182d71f8947f4163ed0c00727321bd97a072657cf87c10b0d01dd79e6a4

Observation 480e783a-1027-4eb2-bb07-43c2899afcf0 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-11T19:21:09.472336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:8a2a85348f1299dacd45b7322f87f06c7d19c72d0f8ad3c2a2a577dea5b4b3f9

Observation d9525376-ac38-44ad-9467-3af5c272f011 · outbound

This paper cites Evolution of AI agent registry solutions: Centralized, enterprise, and distributed approaches.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Evolution of AI agent registry solutions: Centralized, enterprise, and distributed approaches

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.512056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:81a2183bbc992898a0bcc60bdda1a462b823278fa7fe024621ed794f454efbef

Observation 9183537e-e58f-452e-8789-a42153d0fee1 · outbound

This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.425519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:60c2c21c9f232087dd292070bfd4a02cdc3448b7912da0b1bfec9ec17e358925

Observation 1b9f3440-8b96-4c7e-8b21-997fbbbdf386 · outbound

This paper cites If you want coherence, orchestrate a team of rivals: Multi-agent models of organizational intelligence.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company If you want coherence, orchestrate a team of rivals: Multi-agent models of organizational intelligence

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.453028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:60569b5630bbc95db6a786925222b004a4643d56cb7c76656cf3ff7b832b7391

Observation eacc8367-6653-4fa3-a2b0-b24edbbb3f4a · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-21T21:05:26.036961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:aff6b4528e6cb4dc3d5533636af1b031fbc204ac42e8de5b8fb8d9e8ac0120cd

Observation 63fd933e-9663-42d3-92c4-8d1e78163206 · outbound

This paper cites AFlow: Automatingagenticworkflowgeneration.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AFlow: Automatingagenticworkflowgeneration

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.518492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:a845c4faad27339cbfc4829c4efa31bd8deea5ec0fbd833bd4e7f8dd766f1078

Observation bc103fa2-5341-43ae-80ab-fc8435302c72 · outbound

This paper cites AgentSquare: Automatic LLM agent search in modular design space.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentSquare: Automatic LLM agent search in modular design space

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.422125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:4ea83101a2ec82eeaefff920f7a96688522ae2a35089394f4080c2b06590385d

Observation f1187bd4-c5c9-475b-be1e-4fc4fead39a4 · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-13T15:54:55.141401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:8f99cb79bba5fd4a4c8ec2f4fd3b3807fbb1db5b108333a390e7bab7cf47a103

Observation fae20123-0169-4103-b784-d9a7b2c4d51a · outbound

This paper cites Learning when to plan: Efficiently allocating test-time compute for llm agents.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Learning when to plan: Efficiently allocating test-time compute for llm agents

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.523583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:d772ee49d3440f7a37fc435150fb9d48d0292189032bf20c6ec488de11c6043a

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

This paper cites A Survey on Agent Workflow -- Status and Future.

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:5f8490225091718468cdef386f9b5db7405d50cb0e31611c90c2310203617c37

Observation 56a1acf4-3266-450d-8f08-4ebd7b451475 · outbound

This paper cites Understanding the planning of LLM agents: A survey.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Understanding the planning of LLM agents: A survey

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-13T18:12:57.765583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:83f38b6769ddc3bea32131846b148d9ab6549b9de521cd8acffada90ab172afe

Observation 97f45f70-de6e-4b4b-9e03-a2c888e086be · outbound

This paper cites AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol

Reference 40

Resolution
metadata mismatch
arxiv_id, observed 2026-05-29T02:04:54.387951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:9c801bece580ea124b53bcdf0be7265236b57fa59ae289ad935e80898ec92958

Observation a2d133ac-3fa2-4dac-9453-590846d33576 · outbound

This paper cites Agentic context engineering: Evolving contexts for self- improving language models.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agentic context engineering: Evolving contexts for self- improving language models

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.507529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2c90af95d660a776d2bc8cd47dceb354c0c86de9b42ece761c75be10d04bdb53

Observation 7d985f0e-d0c8-4a77-b617-701198423616 · outbound

This paper cites Automated design of agentic systems.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Automated design of agentic systems

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.446773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e5e7d06b7224a9f3126a87caf098e56cdc91a2492bea6abca062086f04958efa

Observation ae589c41-df72-4f11-b7cb-9f0b34eaef54 · outbound

This paper cites Agent workflow memory.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agent workflow memory

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.472194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:aea07663165b78791d061ae60dfda6c070dfeebbe412b02aaff443c44120c723

Observation c2d34dc7-fc6f-4619-96ea-233f73876a40 · outbound

This paper cites AgentTrek: Agenttrajectorysynthesisviaguidingreplaywithwebtutorials.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentTrek: Agenttrajectorysynthesisviaguidingreplaywithwebtutorials

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.439195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:09c1d9ba26b51a527d9727382efa8df6992e8bb57e227efdd0431fc83123f4d9

Observation 6dac5018-cacc-4684-818d-d1b3b5a50b92 · outbound

This paper cites Memento: Fine-tuning LLM Agents without Fine-tuning LLMs.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Memento: Fine-tuning LLM Agents without Fine-tuning LLMs

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.535981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:7dd3698c36d6d92212e65a93c878cb64f9a79e65065269aad42ded6a432f8b65

Observation d45d26de-604c-4cd9-b518-932cbc70a806 · outbound

This paper cites Trulyself-improvingagentsrequireintrinsicmetacognitivelearning.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Trulyself-improvingagentsrequireintrinsicmetacognitivelearning

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.434542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:b805660304bd31a22139d57911de8dbe31c1a3f97442c7cbd1344b9db799d365

Observation be77eb9f-a919-4c58-8ef5-8215ca182e7c · outbound

This paper cites A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-15T23:21:42.844044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:08303c4a842232135c0b8681a4625d9f3e459509bec6592000592319bb6e10ec

Observation a6ab76c1-f213-44a0-9f55-06ef98899a2b · outbound

This paper cites A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-14T22:23:15.948876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e930026a99299fbee56ee27380a357b140e7bfd42750fde7f779872ac478cc92

Observation a9855678-83f2-4317-81a3-e08ab6131b5b · outbound

This paper cites arXiv preprint arXiv:2505.19591 , year=.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company arXiv preprint arXiv:2505.19591 , year=

Reference 49

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:21:09.527620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2440cb68643908073e0892564d1ce9e0a49997869bad97090c48f590ed6c75bc

Observation 1ea6fc61-0417-43fd-a0c4-134a26eca4ac · outbound

This paper cites Intrinsic memory agents: Het- erogeneous multi-agent LLM systems through structured contextual memory.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Intrinsic memory agents: Het- erogeneous multi-agent LLM systems through structured contextual memory

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.441477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:0eee0fb685b4b7dca8e56d8e7967ab3b4db6eb5b98b535cf23fa582f99757b14

Observation 95eb9086-66e6-430e-be4b-da4f4bc0a8a8 · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company MetaGPT: Meta programming for a multi-agent collaborative framework

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.513335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:bf1c9a52b1b6b0460842629fa24ccdd7217c9c789f11c88c50142e7556c54dad

Observation 990f5bbb-e5e4-4a2b-ae68-c6b684409564 · outbound

This paper cites Communicative agents for software development.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Communicative agents for software development

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.426985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:79cd312cf715dfba7d1814f4f340782a58049dcb41a2163cf4d0bc454f6c8b06

Observation 0626d6c5-1c30-4e4a-835f-64767d0cb82c · outbound

This paper cites LangGraph: Build resilient language agents as graphs.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company LangGraph: Build resilient language agents as graphs

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.474969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:e271132114ea579fe5082e2755e5369db3189df32a0c3607e8aa300cb9ba0bae

Observation 5fd93986-983d-4fa7-8639-10988b312bbc · outbound

This paper cites Agno: A lightweight framework for building agentic software.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agno: A lightweight framework for building agentic software

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.477612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2524a3d6fb5eb734fed9d3d5652886e002964197f3eb4659dc6c8a7964b0f247

Observation 639dd51b-3c99-4d87-91bf-883e9c76dd40 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-05-11T19:21:09.448973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:53ec58381ac1eb3bb68bd9ba125bd3ebf54aca74517c60824339b243da3d95a3

Observation a184d195-cfde-44be-8dce-0c4b4064ff5b · outbound

This paper cites AIOS: LLM Agent Operating System.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AIOS: LLM Agent Operating System

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.539899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:92de820ab791487b79a7eae9effb825495ae4b265cde6cac22bfe8d234efad61

Observation 1738f253-2d5a-4aec-9ede-f5bf53dd8e76 · outbound

This paper cites AgentScope: Aflexibleyet robust multi-agent platform.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentScope: Aflexibleyet robust multi-agent platform

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.455041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:434f24e07f428708cc813e8b08169c6822ec3f8d4ff0944e00f6f37622703b2c

Observation 32643b21-8ac7-42e2-b541-703c0a1b2fad · outbound

This paper cites Agency-agents: Specialized AI agent personalities for coding assistants.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agency-agents: Specialized AI agent personalities for coding assistants

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.480420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:ee483f6552cf95a093db46d9b4221018515741b283f1111497f134cb63246222

Observation 4354d64a-e713-4280-9aee-fa3c02e2f694 · outbound

This paper cites Addresses a critical pain point for mobile developers.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Addresses a critical pain point for mobile developers

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.444189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:b777006cb4dcdf841fabf18f38c9546fa9b4fd2f6e664c835e3ff0733de42099

Observation b91046a4-96e5-48ff-8493-b008c155a29a · outbound

This paper cites Opens Chinese market access for global AI agents.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Opens Chinese market access for global AI agents

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.482776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:b10a13d9d41aea6e67ded36734c4e22e24ed200614c4db608485ee42acf28b5b

Observation 5c9fbba4-e18e-48f0-bc5b-ba4c6132a5b8 · outbound

This paper cites Represents a breakthrough in autonomous self-improvement.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Represents a breakthrough in autonomous self-improvement

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.449684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:99b93a6dbf96ca872032b0a47dd6c8c3f5a28fde310790b730f9078ffee5f027

Observation 01b717eb-65b6-4ce5-8843-b488695fa006 · outbound

This paper cites an unresolved cited work.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:37:50.432233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:880b9dcaacdc0bab7c04c001138331198a98bdeb12974f70486086cfd6d343ba

Observation 366e4549-b436-4401-9c05-90e355623db7 · outbound

This paper cites an unresolved cited work.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:37:50.436828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:385a13d92b2e99fe2394b153c61fb1f581e8200a7894893a7f58758a94180f81

Observation 671218d2-e2e2-4f74-95c1-1065742de6e0 · outbound

This paper cites an unresolved cited work.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:37:50.502468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:d7ca4e05c90e5c9cf09595ab667f04eab7178556801de5ffa5eaadcdcd2a7745

Observation e1537a13-321a-4ba1-8784-f54173f448e8 · outbound

This paper cites ai agent.

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company ai agent

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:37:50.504845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T12:05:38.965920Z digest=sha256:2131933d0f6462796ce46559ab0be253037a482a70e8f78acbb524f10c8ff26c

Pith citing papers

No inbound Pith citation observations are available.