Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T20:03:31.306429Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2508.11294.
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 2026-08-05T20:03:31.306429Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9951ea78-3d3a-4b6c-b9d0-1998109bcfb5 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Agent design pattern catalogue: A collection of architectural patterns for foundation model based agents
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8906b01f-6d27-4d76-8418-cd90737ed261 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Multi-agent design: Optimizing agents with better prompts and topologies
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d71eb471-0f87-4324-8020-84c06d4dbbe8 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Langchain
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4065664d-dff6-48d2-a0f8-fc6199dc17a0 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ce5ae630-82df-411f-8aaf-6cff732a744d · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Autogen: Enabling next-gen llm applications via multi-agent conversations
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f497f21-a97b-4141-83d3-3e772281a349 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Metagpt: Meta programming for a multi-agent collaborative framework
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a72a537-4f7d-4919-9161-e28663c1a232 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Finding structure in time
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b69b77e7-d50c-45e0-9405-d34125d122b1 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad1a9f0a-0997-49a2-aca4-eec6dead01f5 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32f1ef0a-fe84-4df6-b804-d17cca32af85 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26a37f5e-53db-4158-ba61-e4b8bb4875cc · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy SyncState.sync_state places the message into the message processing queue of Task State
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0636e1b8-bd06-4bc0-bbfe-2f15016ce95c · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy • If no reply is needed: The receiver gets appended with a Process Message step (which doesn’t involve message delivery or replies to other entities)
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5cf6ffaa-0005-46c2-88ef-7b4b7e75593b · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy no_stage
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 68ab3a00-52e8-4a13-9b43-79a87b0e9b48 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy • When waiting: The initiating Agent won’t execute any steps until all wait IDs are collected
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 62aae150-d651-479c-9105-7b28bd8fbd55 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 58f5e689-6b20-45b3-b25e-520b66590df8 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy The Task Manager uses its own historical step information (such as previously obtained task and stage details) to generate commands for managing task progress
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f8d9c568-32ea-4a1a-ab05-8c4f75ac5a5b · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy • Based on these descriptions, the agent decides whether to invoke the tool
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 09c4aa27-1997-4d6a-bdda-ecd57484798d · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy • The agent then selects which specific capability to invoke
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b5750d50-fe81-4b03-85b1-5456724c4f9e · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf82a5b6-99fe-4c87-a961-8d1711aecfed · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5e1960f1-3951-42e2-b80b-701a012a6bde · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 95a12574-d75f-4d91-95d0-f51c64b6a833 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5c62de2a-53dc-454f-b11b-0e97b9dbb9ec · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy persistent_memory
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6e9f8939-348c-40c7-b853-4490534d2102 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0cf4f7af-cff6-42a2-81bf-d9667949c062 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6196248e-8111-4b7f-868f-5951938ff64c · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c8a307bd-0d2e-4a9c-94ab-78bac44c8ee2 · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy waiting"] in the LLM-generated preliminary message body, and add the unique waiting ID to agent_state[
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6afcb56c-761a-4eb1-b468-a7775be2087a · outbound
Allen: Rethinking MAS Design through Step-Level Policy Autonomy Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.