{"as_of":"2026-08-10T12:17:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:902b888677bc500db6212f48afbf1bd3ec43ea5afdb8ac9b7832f3cbfda8791f","coverage":[{"denominator":28,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":28,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T20:03:31.306429Z","state":"measured"},{"denominator":28,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":28,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2508.11294/citation-record","integrity":"/paper/2508.11294/integrity","json":"/paper/2508.11294/citation-record.json","paper":"/paper/2508.11294"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:35.746278Z","title":"Agent design pattern catalogue: A collection of architectural patterns for foundation model based agents","venue":null,"work_id":"1d8f8588-1311-4ea8-91e2-e5ade8aa574d","year":2025},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.266176Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:3efb3aed12111eb811bf33b2b45da7349a3a15683426f5dd6d32bc598b453746","observation_id":"9951ea78-3d3a-4b6c-b9d0-1998109bcfb5","resolution":{"observed_at":"2026-08-05T20:03:35.784636Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:29.358593Z","title":"Multi-agent design: Optimizing agents with better prompts and topologies","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.358593Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:ee942219e1af1ea4106fbe658124fc688b19d1d832292f33e4ed91062fdedb0b","observation_id":"8906b01f-6d27-4d76-8418-cd90737ed261","resolution":{"observed_at":"2026-08-05T20:03:29.358593Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:35.599967Z","title":"Langchain","venue":null,"work_id":"01939422-a2d3-449c-ab45-0343a08484d9","year":2022},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.472590Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:9eeb5a674960b4daaaf1a49ddb991aa5f7ee12c7977b5c1364f38732f2c4f4f5","observation_id":"d71eb471-0f87-4324-8020-84c06d4dbbe8","resolution":{"observed_at":"2026-08-05T20:03:35.696619Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:35.458135Z","title":null,"venue":null,"work_id":"538b6b26-f26e-42a7-9dfc-045b3c62a574","year":2023},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.571584Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:fc19fab20b68a864a0209cbd4296876701843472e31ec64c68d8eeadc4ba62e2","observation_id":"4065664d-dff6-48d2-a0f8-fc6199dc17a0","resolution":{"observed_at":"2026-08-05T20:03:35.556341Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:29.608956Z","title":"Autogen: Enabling next-gen llm applications via multi-agent conversations","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.608956Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:86eab9bf3baee1d0ae90d3df961fcec47587e89967bb9a9dc4ab900c2aefede9","observation_id":"ce5ae630-82df-411f-8aaf-6cff732a744d","resolution":{"observed_at":"2026-08-05T20:03:29.608956Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:35.194847Z","title":"Metagpt: Meta programming for a multi-agent collaborative framework","venue":null,"work_id":"b5f420d4-ec00-4044-9a95-ee6f46c9567f","year":2023},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.645990Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:43a78c226a2521e7615140b3a0b662465c3f747dfd5edc66e0168b91c29d807e","observation_id":"6f497f21-a97b-4141-83d3-3e772281a349","resolution":{"observed_at":"2026-08-05T20:03:35.299489Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:29.752651Z","title":"Finding structure in time","venue":null,"work_id":null,"year":1990},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.752651Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:9bc7ac9668b58fa3d4fa34ea3aade9d79816b8996892fd725374ccf527dfb1d8","observation_id":"9a72a537-4f7d-4919-9161-e28663c1a232","resolution":{"observed_at":"2026-08-05T20:03:29.752651Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.21046","last_updated":"2026-01-16T20:59:08Z","snapshot_observed_at":"2026-08-01T06:32:44.461162Z","submitted_at":"2025-07-28T17:59:05Z","title":"A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.21046","snapshot_observed_at":"2026-08-05T20:03:29.886627Z","title":"A survey of self-evolving agents: On path to artificial super intelligence","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:29.886627Z"},"links":{"cited_paper":"/paper/2507.21046","citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:ece026e601bf149970f5165406a919ed481d187cf4c70d67042535037e939fb2","observation_id":"b69b77e7-d50c-45e0-9405-d34125d122b1","resolution":{"observed_at":"2026-08-05T20:03:29.886627Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.21561","last_updated":"2026-06-11T07:05:17Z","snapshot_observed_at":"2026-08-07T15:57:57.159850Z","submitted_at":"2025-04-30T12:01:27Z","title":"Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.21561","snapshot_observed_at":"2026-08-05T20:03:30.042810Z","title":"Iterative tool usage exploration for multimodal agents via step-wise preference tuning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.042810Z"},"links":{"cited_paper":"/paper/2504.21561","citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:759977bbbc6f40c3202efdcc7084ed7274a35d986037895682c352f48c64f545","observation_id":"ad1a9f0a-0997-49a2-aca4-eec6dead01f5","resolution":{"observed_at":"2026-08-05T20:03:30.042810Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.15606","last_updated":"2025-02-03T12:56:55Z","snapshot_observed_at":"2026-08-03T10:35:12.497557Z","submitted_at":"2024-12-20T07:00:46Z","title":"Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.15606","snapshot_observed_at":"2026-08-05T20:03:30.207465Z","title":"Multi-modal agent tuning: Building a vlm-driven agent for efficient tool usage","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.207465Z"},"links":{"cited_paper":"/paper/2412.15606","citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:ddb6fb54b8404398bf854129c3a71aecc5efde4933dcb5c958baf116c3ff7f46","observation_id":"32f1ef0a-fe84-4df6-b804-d17cca32af85","resolution":{"observed_at":"2026-08-05T20:03:30.207465Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.882258Z","title":"SyncState.sync_state places the message into the message processing queue of Task State","venue":null,"work_id":"0714dc0e-2f1d-4ce1-8920-1a1def9cd4d6","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.332676Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:c67c5b90eb70314e2fdfa647b54d742b72d5da2521fe526c26064596637bd14d","observation_id":"26a37f5e-53db-4158-ba61-e4b8bb4875cc","resolution":{"observed_at":"2026-08-05T20:03:35.001478Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.623162Z","title":"• 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)","venue":null,"work_id":"b5e55685-e86b-4f81-8d41-5bf219935594","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.428558Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:f25979f5920fadfae59a0514715e93766aced6a1b19035bb62f09f986304d619","observation_id":"0636e1b8-bd06-4bc0-bbfe-2f15016ce95c","resolution":{"observed_at":"2026-08-05T20:03:34.713650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.519494Z","title":"no_stage","venue":null,"work_id":"4652869c-6437-40b2-861f-5a25040d51b8","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.471906Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:1daad0cad374140246a0ac3b7dc6d13c53bc791501eff10421bd5013141c5edd","observation_id":"5cf6ffaa-0005-46c2-88ef-7b4b7e75593b","resolution":{"observed_at":"2026-08-05T20:03:34.566357Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.386236Z","title":"• When waiting: The initiating Agent won’t execute any steps until all wait IDs are collected","venue":null,"work_id":"e632c60b-4610-4b80-b462-d889239399af","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.531198Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:8e82a969be6a920790456431f0acf78cb4cb3cf008d7273edc35f0d0255698c9","observation_id":"68ab3a00-52e8-4a13-9b43-79a87b0e9b48","resolution":{"observed_at":"2026-08-05T20:03:34.429442Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.202085Z","title":null,"venue":null,"work_id":"1048d5e4-e337-4fe1-8d9d-8f12d23117d6","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.568295Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:885cdf45587173cbbf88940dd0597cb6e91141aeefa5caf8eab1a2777cf22c7f","observation_id":"62aae150-d651-479c-9105-7b28bd8fbd55","resolution":{"observed_at":"2026-08-05T20:03:34.294684Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:34.084294Z","title":"The Task Manager uses its own historical step information (such as previously obtained task and stage details) to generate commands for managing task progress","venue":null,"work_id":"80592757-193b-4d93-9c65-b4386e441dbe","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.626126Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:c72ec7672ac5a612cdf4be16723f18f5ff33b84bb6470fa0a7fc4529b4e8323c","observation_id":"58f5e689-6b20-45b3-b25e-520b66590df8","resolution":{"observed_at":"2026-08-05T20:03:34.123813Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:33.899294Z","title":"• Based on these descriptions, the agent decides whether to invoke the tool","venue":null,"work_id":"42d4dd7a-1ae1-4ddb-b579-1fb03e20e41b","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.687887Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:4b76da8cabef883e2819c5f08a336e5da40fa6340436e89eee8d25d49dfb184c","observation_id":"f8d9c568-32ea-4a1a-ab05-8c4f75ac5a5b","resolution":{"observed_at":"2026-08-05T20:03:34.023811Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:33.655635Z","title":"• The agent then selects which specific capability to invoke","venue":null,"work_id":"9573c103-11dc-462d-9c58-3eba860bcdeb","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.768359Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:cee62fb856454535ae2f142e2c7a2a4fc770b83f850273f7cb2a745f4d2ed8fb","observation_id":"09c4aa27-1997-4d6a-bdda-ecd57484798d","resolution":{"observed_at":"2026-08-05T20:03:33.789551Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:33.493419Z","title":null,"venue":null,"work_id":"455581bf-364f-4380-aa8b-fafbe32525d7","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.823147Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:f038c7b814eba26f79c93209c0f537d52f8e4fdafc0c6bff10f217cc93958f5c","observation_id":"b5750d50-fe81-4b03-85b1-5456724c4f9e","resolution":{"observed_at":"2026-08-05T20:03:33.558031Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:33.292762Z","title":null,"venue":null,"work_id":"d3cbd7ff-0a5a-457a-b8e3-98687072759f","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.872590Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:d883ffae4e5397c16aaf83619c828cf382d9f420d8c25a7649f35157885f64f0","observation_id":"bf82a5b6-99fe-4c87-a961-8d1711aecfed","resolution":{"observed_at":"2026-08-05T20:03:33.382934Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:33.087458Z","title":null,"venue":null,"work_id":"84b6843d-2d83-4f68-9404-8d5e9887e0f6","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.911657Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:e14a2f0b51b991a890559c89946e6931ebf4394a9778cc005adfb0fecba1c2c5","observation_id":"5e1960f1-3951-42e2-b80b-701a012a6bde","resolution":{"observed_at":"2026-08-05T20:03:33.168071Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:32.302631Z","title":null,"venue":null,"work_id":"d7df4a3e-e818-46a5-a7ad-84c8a6f5b760","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:30.954081Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:07a9ade3a500b876bf61551ff94e0fe73ef4d4a2e7f44dd0497e56de73f71133","observation_id":"95a12574-d75f-4d91-95d0-f51c64b6a833","resolution":{"observed_at":"2026-08-05T20:03:32.535722Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:32.124589Z","title":"persistent_memory","venue":null,"work_id":"63a1b821-31e6-434e-a6e5-15f5081d0395","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.017067Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:9f1c068fabfba614455db9fa85e525c13f738f1cdbebf04fdf1c55cc5abe462e","observation_id":"5c62de2a-53dc-454f-b11b-0e97b9dbb9ec","resolution":{"observed_at":"2026-08-05T20:03:32.183331Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:32.005361Z","title":null,"venue":null,"work_id":"d1fd1fcd-f432-4e7e-8458-aa51b3cfcb1c","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.090317Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:52820b6ad730aa6ede9c79132f5aa8f1473cd0a3258e80ab30b3f3d02274ca53","observation_id":"6e9f8939-348c-40c7-b853-4490534d2102","resolution":{"observed_at":"2026-08-05T20:03:32.068273Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:31.843615Z","title":null,"venue":null,"work_id":"7a857993-157b-486a-8aaf-f637393c35cb","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.141696Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:839cb1259760adde4391fd57312a5aa3916cac23102c4f3f9fd8ec4bfce99720","observation_id":"0cf4f7af-cff6-42a2-81bf-d9667949c062","resolution":{"observed_at":"2026-08-05T20:03:31.936501Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:31.742555Z","title":null,"venue":null,"work_id":"408d9af5-b0b4-4e01-99c3-de0ff66a3c2e","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.200412Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:269faa9c3423970be86c4775d4cde3597f275c1ecd90343ca6bfc67b7ffb238d","observation_id":"6196248e-8111-4b7f-868f-5951938ff64c","resolution":{"observed_at":"2026-08-05T20:03:31.790481Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:31.607547Z","title":"waiting\"] in the LLM-generated preliminary message body, and add the unique waiting ID to agent_state[","venue":null,"work_id":"aec780e9-79a3-4b1c-b1d4-e23a98f570a1","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.255712Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:89214871238037627b2de40dd7f5a30125219573221085c6a8b25993d81638e1","observation_id":"c8a307bd-0d2e-4a9c-94ab-78bac44c8ee2","resolution":{"observed_at":"2026-08-05T20:03:31.676384Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T20:03:31.475614Z","title":null,"venue":null,"work_id":"099a67d6-cbca-4e68-80b1-7e1e92346632","year":null},"citing_paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-05T20:03:31.306429Z"},"links":{"citing_paper":"/paper/2508.11294"},"observation_digest":"sha256:ac37cd264dc202210ea09274d6b63785a29d870fbfef150fef25991968eacfdb","observation_id":"6afcb56c-761a-4eb1-b468-a7775be2087a","resolution":{"observed_at":"2026-08-05T20:03:31.530218Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2508.11294","last_updated":"2025-08-15T08:02:34Z","latest_version":1,"primary_category":"cs.MA","snapshot_observed_at":"2026-08-09T13:10:19.996016Z","submitted_at":"2025-08-15T08:02:34Z","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy"},"reference_resolution":{"displayed":28,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":16,"verified_exact":0,"verified_fuzzy":12},"total_outbound_references":28},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2508.11294."}