Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:05:38.965920Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:05:38.965920Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e51a86f0-37b0-4c58-b051-1a1d1f617eb7 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Claude code: Best practices for agentic coding
Reference 1
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.
Observation 797850de-aac9-48ef-9043-43b8493c2286 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Codex: OpenAI’s code generation agent
Reference 2
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.
Observation b4d48854-4d85-4b2b-8ab3-aa8c1e585621 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company OpenClaw: Open-source framework for building AI assistants
Reference 3
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.
Observation f6d11460-0fa8-4102-9f4d-f158e9c9f85e · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company SkillsMP: Agent skills marketplace for AI coding assistants
Reference 4
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.
Observation 18b35d57-ad8d-4e4e-bb93-158c6889a6e7 · outbound
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
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.
Observation 606a61f4-77a4-419d-a0e3-cb4a63e50bd1 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company CrewAI: Framework for orchestrating role-playing, autonomous AI agents
Reference 6
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.
Observation fcf369c5-c04b-4a39-938f-d29ad69a58e8 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AutoGen: Enabling next-gen LLM applications via multi-agent conversation
Reference 7
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.
Observation 4bfb268d-6a41-4674-b3e8-5a56dd150485 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Paperclip: Open-source orchestration for zero-human companies
Reference 8
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.
Observation 540127a6-c665-4caf-9979-15dc0e37ddfa · outbound
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
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.
Observation c53e6f82-f03c-4e1c-ac95-0c3597f551e7 · outbound
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
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.
Observation ae3451a2-91fd-453f-a4dc-58602c50b8f0 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Self-evolving multi-agent collaboration networks for software development
Reference 11
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.
Observation acc9747c-8553-4df4-b04c-c013e8f1acd0 · outbound
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
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.
Observation 5e15ffbe-5e56-4bf9-8367-ad7fcc0c35a5 · outbound
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
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.
Observation 5a8a80b8-0830-4571-8c96-1f3568240a98 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work
Reference 14
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.
Observation 06f297eb-3846-4487-abd4-9d09b72b547a · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Silberschatz, P
Reference 15
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.
Observation c7045ef5-3fbd-4dce-a98f-381b01d612a7 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Bandit based Monte-Carlo planning
Reference 16
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.
Observation 4ff9f23b-d362-49a9-aa8c-f1100ff6e947 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company MITPress
Reference 17
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.
Observation 831a4437-942d-4d5f-bff1-b4286505fd01 · outbound
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
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.
Observation ae772254-e14d-4969-af34-a3d88abe6637 · outbound
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
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.
Observation 7c44401f-ea6e-4758-b0ca-1874ae02f04d · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs
Reference 20
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.
Observation 61b691d4-ef33-4f88-86b1-31f3fab076e1 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Scaling large language model-based multi-agent collaboration
Reference 21
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.
Observation 054a4260-5d92-40bd-84e4-e4ad60f3c22d · outbound
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
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.
Observation e717a366-240c-435c-bf81-25beddf27b50 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AIOS: LLM agent operating system
Reference 23
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.
Observation 0ee25fbb-f6e3-4b8e-b423-edcce759b731 · outbound
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
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.
Observation 90ed30a9-f504-4638-b97a-52d0c801e7c3 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agent2agent protocol (A2A)
Reference 25
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.
Observation 883fa15d-7d08-413c-b393-1b1925bfddcd · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Cerebrum: A platform for agent development, deployment, distribution, and discovery
Reference 26
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.
Observation 3ce74ed1-0c76-4642-8267-88e0139b9a09 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentStore: Scalableintegration of heterogeneous agents as specialized generalist computer assistant
Reference 27
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.
Observation 3977c299-a18b-4430-891f-4288bbc6d5a9 · outbound
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
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.
Observation 480e783a-1027-4eb2-bb07-43c2899afcf0 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Reference 29
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.
Observation d9525376-ac38-44ad-9467-3af5c272f011 · outbound
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
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.
Observation 9183537e-e58f-452e-8789-a42153d0fee1 · outbound
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
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.
Observation 1b9f3440-8b96-4c7e-8b21-997fbbbdf386 · outbound
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
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.
Observation eacc8367-6653-4fa3-a2b0-b24edbbb3f4a · outbound
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
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.
Observation 63fd933e-9663-42d3-92c4-8d1e78163206 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AFlow: Automatingagenticworkflowgeneration
Reference 34
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.
Observation bc103fa2-5341-43ae-80ab-fc8435302c72 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentSquare: Automatic LLM agent search in modular design space
Reference 35
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.
Observation f1187bd4-c5c9-475b-be1e-4fc4fead39a4 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Reference 36
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.
Observation fae20123-0169-4103-b784-d9a7b2c4d51a · outbound
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
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.
Observation 5dd5f1c5-7d0b-4f43-83fe-d4e1387fa742 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company A Survey on Agent Workflow -- Status and Future
Reference 38
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.
Observation 56a1acf4-3266-450d-8f08-4ebd7b451475 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Understanding the planning of LLM agents: A survey
Reference 39
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.
Observation 97f45f70-de6e-4b4b-9e03-a2c888e086be · outbound
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
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.
Observation a2d133ac-3fa2-4dac-9453-590846d33576 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agentic context engineering: Evolving contexts for self- improving language models
Reference 41
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.
Observation 7d985f0e-d0c8-4a77-b617-701198423616 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Automated design of agentic systems
Reference 42
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.
Observation ae589c41-df72-4f11-b7cb-9f0b34eaef54 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agent workflow memory
Reference 43
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.
Observation c2d34dc7-fc6f-4619-96ea-233f73876a40 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentTrek: Agenttrajectorysynthesisviaguidingreplaywithwebtutorials
Reference 44
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.
Observation 6dac5018-cacc-4684-818d-d1b3b5a50b92 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Memento: Fine-tuning LLM Agents without Fine-tuning LLMs
Reference 45
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.
Observation d45d26de-604c-4cd9-b518-932cbc70a806 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Trulyself-improvingagentsrequireintrinsicmetacognitivelearning
Reference 46
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.
Observation be77eb9f-a919-4c58-8ef5-8215ca182e7c · outbound
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
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.
Observation a6ab76c1-f213-44a0-9f55-06ef98899a2b · outbound
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
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.
Observation a9855678-83f2-4317-81a3-e08ab6131b5b · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company arXiv preprint arXiv:2505.19591 , year=
Reference 49
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.
Observation 1ea6fc61-0417-43fd-a0c4-134a26eca4ac · outbound
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
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.
Observation 95eb9086-66e6-430e-be4b-da4f4bc0a8a8 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company MetaGPT: Meta programming for a multi-agent collaborative framework
Reference 51
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.
Observation 990f5bbb-e5e4-4a2b-ae68-c6b684409564 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Communicative agents for software development
Reference 52
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.
Observation 0626d6c5-1c30-4e4a-835f-64767d0cb82c · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company LangGraph: Build resilient language agents as graphs
Reference 53
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.
Observation 5fd93986-983d-4fa7-8639-10988b312bbc · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agno: A lightweight framework for building agentic software
Reference 54
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.
Observation 639dd51b-3c99-4d87-91bf-883e9c76dd40 · outbound
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
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.
Observation a184d195-cfde-44be-8dce-0c4b4064ff5b · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AIOS: LLM Agent Operating System
Reference 56
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.
Observation 1738f253-2d5a-4aec-9ede-f5bf53dd8e76 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company AgentScope: Aflexibleyet robust multi-agent platform
Reference 57
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.
Observation 32643b21-8ac7-42e2-b541-703c0a1b2fad · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Agency-agents: Specialized AI agent personalities for coding assistants
Reference 58
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.
Observation 4354d64a-e713-4280-9aee-fa3c02e2f694 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Addresses a critical pain point for mobile developers
Reference 59
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.
Observation b91046a4-96e5-48ff-8493-b008c155a29a · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Opens Chinese market access for global AI agents
Reference 60
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.
Observation 5c9fbba4-e18e-48f0-bc5b-ba4c6132a5b8 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Represents a breakthrough in autonomous self-improvement
Reference 61
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.
Observation 01b717eb-65b6-4ce5-8843-b488695fa006 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work
Reference 62
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.
Observation 366e4549-b436-4401-9c05-90e355623db7 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work
Reference 63
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.
Observation 671218d2-e2e2-4f74-95c1-1065742de6e0 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company Unresolved cited work
Reference 64
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.
Observation e1537a13-321a-4ba1-8784-f54173f448e8 · outbound
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company ai agent
Reference 65
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.
No inbound Pith citation observations are available.