{"as_of":"2026-08-10T01:00:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:25f13c9d6f770f593481f598d88ca97faf4135ddd0dd481e7f995c2cbac275a4","coverage":[{"denominator":38,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":38,"source":"paper_references, paper_reference_links","source_observed_at":"2026-06-30T03:14:38.619889Z","state":"measured"},{"denominator":38,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":38,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+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/2606.30546/citation-record","integrity":"/paper/2606.30546/integrity","json":"/paper/2606.30546/citation-record.json","paper":"/paper/2606.30546"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"Model Context Protocol (MCP) Specification","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:de1b37a0a00a2f4df71c3ece8afe39a0f9b9b3e677fade2951cca5d9d40b1495","observation_id":"b4f6ce77-b2aa-41a9-ac25-a8de2361fa1d","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"OpenTelemetry Documentation","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:bdf51c91566e458febdef376110160cb99bc2d14001f570ccee64084d406b5e8","observation_id":"20b73b71-9599-4eca-ada7-7123fb473dad","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"LangChain Documentation","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:b8b1176d2b99be7ba41c31f91de3b99458a27a27bfbde5107fa2d27a413046b5","observation_id":"70d41ceb-442c-43ec-83dd-b6f2ea7729b8","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"LangSmith: AI Agent & LLM Observability Platform","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:a44d3ac6a58eb20eb3951ba2623af972104b34b98cab1d1ecda6c31725ec14fe","observation_id":"8d6f8db4-ebe0-4490-a9f5-bb5c21a60ec4","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"Ragas Documentation: Evaluate LLM Applications","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:851f9ad3f03dfadf4bad2f9c5ff4eb26e076834e64ba7cac823f6cfe1b0ac8fd","observation_id":"c852ffee-32d1-4e44-a4be-5ff5f65083e0","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":"TruLens: Evals and Tracing for Agents","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:8d2a484fb8e9fa9e8f65b8c08ec3d78591654e39d132e9d45b02b086c79957fa","observation_id":"cda4e85f-d13d-4a9a-ac9a-f96b8941e894","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:2b0b4f0a604a314fe6fc341e0c51dd35f6b9712d39fe7a5dc3d0c66503b3f482","observation_id":"ec184c6b-3eee-43f7-8847-12b7ed34ed9e","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:26422adfc8b10064f6187209ee17fe3fe100452bd619f8b23724a7b986effd3d","observation_id":"098ee938-4dd4-4b71-ae8d-69ccc5ccd428","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":"2510.04173","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-04T11:19:50.279992Z","title":"Open agent specification (agent spec): A unified representation for ai agents","venue":null,"work_id":"c03c9b24-3333-479e-aadb-aa35f565a2a5","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:c0c58b9cd4a004d07ba11ed3c0bac96a153d4de200c48e6aebb54b62a9a251f0","observation_id":"bdca6233-bca9-45b9-a501-483d791e39d8","resolution":{"observed_at":"2026-06-30T03:24:12.536537Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:45bc5af9a5ee5d8df502993e09f01b29ed13ee5bc7105e9ef9df4ceb911c5d9c","observation_id":"1dd87fad-121b-4698-8d42-d2621fdc87f5","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:6e7e1ecca46215f1cca1cc3dc9935af9016e4aa5d8aa2b4c9325659119a5b0b9","observation_id":"e3260d59-3570-43cc-9cc5-1207997ba3f2","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:2b142784af42a4d0a593a5a16192859094d0b7ff15c75b0031ce698a1224ff1f","observation_id":"bd01563e-e082-415f-8af7-f9319287f9b4","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:df890412b2d5b7bfef645cf5aaf5dd1bc457f600d8467c4a35d52d79733a4870","observation_id":"0e9fe7bf-d846-44a5-92e4-3164ddc8d5f7","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:296368dc3b5e5fdf15dd0f27bc4aed6346d4f6160b763365dbbf0aa5d0841a45","observation_id":"586db715-94ad-496e-872a-69bb01869f3d","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:85b7afb82ddaabd55703a495ca79da3e28c2f92cb99cbd047333ce18d6729cec","observation_id":"4a1cd215-93b9-47d5-a094-9b1f994713ee","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:88b504892e3142edc082925d17b921a4e695890c77d60f724f7a2254d402fced","observation_id":"d780e92a-f1c7-4ad8-883f-dd6c87ec0b0c","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:2c503b3826b46e6a9bc7e146a4614eda7ce8a3a7c96b42d87ad65560d0d0b406","observation_id":"1f3603d1-3ed3-4c8e-a467-33668b07420c","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:0b58eade015aa5d6d35ae505ce48be29a162a060cbc826375c56bdd659851a4e","observation_id":"eaef6bde-4aeb-4919-a2e2-9250f3e9bea2","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":"2509.14956","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:24:12.524527Z","title":"Sentinel Agents for Secure and Trustworthy Agentic AI in Multi-Agent Systems","venue":null,"work_id":"ca5f15ff-691b-4737-8374-cd21d8a5daa3","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:bfd7c8514ead1566c453b32c28d7b83751fd66fb1273294705ec67ffa97f6a0a","observation_id":"6082914d-2ad6-4929-a80d-7ebda987e13e","resolution":{"observed_at":"2026-06-30T03:24:12.526344Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.10467","last_updated":"2025-07-19T20:15:06Z","snapshot_observed_at":"2026-08-07T04:22:58.268718Z","submitted_at":"2025-06-12T08:16:17Z","title":"Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity Applications","version":4},"cited_work":{"arxiv_id":"2506.10467","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.10467","snapshot_observed_at":"2026-06-30T03:24:12.545203Z","title":null,"venue":null,"work_id":"ff1b5d36-0541-42f6-abfd-75b08f5f4147","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2506.10467","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:11300cd8ccd355663250d86bf05ba01fdf4b9ab89f2d9ac24ec9eaa1c67f73b3","observation_id":"0a763ab4-4a02-4fa1-923a-1d7390d5aa68","resolution":{"observed_at":"2026-06-30T03:24:12.546507Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03714","last_updated":"2023-10-05T17:37:25Z","snapshot_observed_at":"2026-08-04T05:21:05.846165Z","submitted_at":"2023-10-05T17:37:25Z","title":"DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines","version":1},"cited_work":{"arxiv_id":"2310.03714","doi":"10.48550/arxiv.2310.03714","metadata_source":"pith","pith_arxiv_id":"2310.03714","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines","venue":"cs.CL","work_id":"d490f594-f5fc-47b0-ae6a-6550e50fe095","year":2023},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2310.03714","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:52d5094154bdbad6163f18d2bc917bfd01e31a32b3964a2853855f9a674fc896","observation_id":"7e7acc83-4037-491c-9b8f-2a6340300531","resolution":{"observed_at":"2026-06-30T03:24:12.529018Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:66f7ace48a35601911adb2e41209ffd29a8289418ca0bfbee9cfdbef2029e96b","observation_id":"27a0fbed-4db6-4033-8368-97eb66e4c35e","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.09110","last_updated":"2023-10-01T21:44:23Z","snapshot_observed_at":"2026-08-01T19:14:56.803459Z","submitted_at":"2022-11-16T18:51:34Z","title":"Holistic Evaluation of Language Models","version":2},"cited_work":{"arxiv_id":"2211.09110","doi":"10.1007/bf01194075","metadata_source":"pith","pith_arxiv_id":"2211.09110","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Holistic Evaluation of Language Models","venue":"cs.CL","work_id":"cc02a01e-7218-47dc-8e66-3333e7e4adec","year":2022},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2211.09110","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:1beb81b9ef2ff757e034f22a1d0f6e8e5855ff82970b75cc39b96d11b22d4753","observation_id":"a9b4fd37-4b22-4255-b2b5-15045d757bef","resolution":{"observed_at":"2026-06-30T03:24:12.531441Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:019f45b19ec2d39f646abd3055da2cbb9781786ef7235eb83c2331ab0f94b043","observation_id":"e4a92fff-ed6f-484c-b88d-9865e77dc45a","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.03688","last_updated":"2025-10-04T03:54:18Z","snapshot_observed_at":"2026-08-06T20:36:41.418114Z","submitted_at":"2023-08-07T16:08:11Z","title":"AgentBench: Evaluating LLMs as Agents","version":3},"cited_work":{"arxiv_id":"2308.03688","doi":"10.1109/fllm63129.2024.10852426","metadata_source":"pith","pith_arxiv_id":"2308.03688","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"AgentBench: Evaluating LLMs as Agents","venue":"cs.AI","work_id":"a37549b4-4c94-412d-acc4-4efeb08509be","year":2023},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2308.03688","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:b567d12bb1b68d12cd5681158cfbdb09eabbb9a298b5df3329081841f41c8ccc","observation_id":"dd93462c-e107-4035-9ce6-9b7f28ea3ca9","resolution":{"observed_at":"2026-06-30T03:24:12.533764Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:d607ad00d175a37b58d9ad5161477d73d72302867bae4882c9c545c1f233981b","observation_id":"ddac40af-24f1-4fdf-b20d-15b142684b4f","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":"2601.00481","doi":"10.48550/arxiv.2601.00481","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability,","venue":"arXiv (Cornell University)","work_id":"c3a6eefd-c666-4eb8-98b4-8fda864f24dc","year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:bd75c273c382594b4c3d676fb7b9ae5229d3361032de177610b5ca4f49689d2c","observation_id":"589fc12d-297c-492e-88c6-19be282b8702","resolution":{"observed_at":"2026-06-30T03:24:12.539030Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:f6c00a69371358431ff3e8c43a4f9ae7657b0579f8d6752c134a40f9e001f2b8","observation_id":"b3380b0a-73aa-44c3-b7a9-aff9756ba358","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:327a5bcdc31aba8f1579e5374a653114865662492ed1b67c7f48e9904610a528","observation_id":"dd01dd85-4fbd-4e93-a38d-7788b8b22a16","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:3be61b79d992cb7878b5905e3e0d6e22cf4d1724bd17d90e1f16039b083f408e","observation_id":"9e623b77-d0ef-448a-be4d-f0fcee6d881e","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.08560","last_updated":"2024-02-12T18:59:46Z","snapshot_observed_at":"2026-08-09T03:13:16.831626Z","submitted_at":"2023-10-12T17:51:32Z","title":"MemGPT: Towards LLMs as Operating Systems","version":2},"cited_work":{"arxiv_id":"2310.08560","doi":"10.48550/arxiv.2310.08560","metadata_source":"pith","pith_arxiv_id":"2310.08560","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"MemGPT: Towards LLMs as Operating Systems","venue":"cs.AI","work_id":"2698f5ad-c84c-40ca-b839-0912dae10ba2","year":2023},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2310.08560","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:db40c6fd24f82fab310c982804f06e5a9688e4151fb11c649d4672e051750178","observation_id":"dcf143c0-32d0-40ef-b647-8311b54c6281","resolution":{"observed_at":"2026-06-30T03:24:12.520755Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-07-13T15:49:35.543803+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-13T15:49:35.543803+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:d72012644f37832bcc15b57ec42257b637071cf8f7cb6ed0e67cd40e9a74ce8b","observation_id":"366df759-84ec-46bb-9485-83010db7413e","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.16789","last_updated":"2023-10-03T14:45:48Z","snapshot_observed_at":"2026-07-06T16:00:46.542753Z","submitted_at":"2023-07-31T15:56:53Z","title":"ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs","version":2},"cited_work":{"arxiv_id":"2307.16789","doi":"10.48550/arxiv.2307.16789","metadata_source":"pith","pith_arxiv_id":"2307.16789","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs","venue":"cs.AI","work_id":"3c555b48-a4d9-42dd-9fdd-0f6018fbe9cb","year":2023},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2307.16789","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:210f89c9896f5ecf6f84b7fa6c6be8ae1e01f850093fbb7beac34f1157365b54","observation_id":"034a4601-6390-4419-9a5e-df0933034f81","resolution":{"observed_at":"2026-06-30T03:24:12.523307Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-07-12T03:19:33.730697+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-12T03:19:33.730697+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:36a2e63505d29fb5a7b7205f5b552d3a119108cff5ebfe431c7d0a6f90d146f6","observation_id":"6dba85f3-8192-42be-b2f8-1a8ded15e0be","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-30T03:14:38.619889Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:bff866a81fec2108e4a2c70b6979cb17632277df8c1ec9a388514d6f176731c8","observation_id":"f75138fe-9ede-49e9-8add-c46b8a0efd0e","resolution":{"observed_at":"2026-06-30T03:14:38.619889Z","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":"2505.16988","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-04T11:19:50.282836Z","title":"arXiv preprint arXiv:2505.16988 , year=","venue":null,"work_id":"2c32fd86-ef68-4378-a0a2-283f162caf24","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:b7e84f74a0b31d06518cc0ce2c2135ebf41d7336fe7cde5077609317e12b96a0","observation_id":"24b10ef0-ea91-4099-bb5c-a92872bd9266","resolution":{"observed_at":"2026-06-30T03:24:12.518138Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2503.16416","last_updated":"2026-04-23T17:36:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-03-20T17:59:23Z","title":"Survey on Evaluation of LLM-based Agents","version":2},"cited_work":{"arxiv_id":"2503.16416","doi":"10.48550/arxiv.2503.16416","metadata_source":"pith","pith_arxiv_id":"2503.16416","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"Survey on Evaluation of LLM-based Agents","venue":"cs.AI","work_id":"d9ac1186-88b1-41bd-9bc7-8a0b87e6f305","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2503.16416","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:8ee87209843440c7f422ae9522c5e7fff140da33d12a2edf1c1c0ad217f702ac","observation_id":"73ef6521-3e92-495e-a190-e9a0566289e0","resolution":{"observed_at":"2026-06-30T03:24:12.541339Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-07-11T06:20:44.248546+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-11T06:20:44.248546+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2503.01935","last_updated":"2025-03-03T05:18:50Z","snapshot_observed_at":"2026-08-07T17:34:49.570629Z","submitted_at":"2025-03-03T05:18:50Z","title":"MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents","version":1},"cited_work":{"arxiv_id":"2503.01935","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2503.01935","snapshot_observed_at":"2026-07-03T03:27:35.774566Z","title":"Multiagentbench: Evaluating the collaboration and competition of llm agents","venue":null,"work_id":"ff7537a6-4988-47a2-b36f-5cacae7582ae","year":2025},"citing_paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-06-30T03:14:38.619889Z"},"links":{"cited_paper":"/paper/2503.01935","citing_paper":"/paper/2606.30546"},"observation_digest":"sha256:ffb5190b4b99c49ae6dfebd426a477021d99c85e203c4de2c7a169f3d6422367","observation_id":"4fceb272-b46e-48c0-829e-7c6da2ea20d3","resolution":{"observed_at":"2026-06-30T03:24:12.544089Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2606.30546","last_updated":"2026-06-29T16:46:28Z","latest_version":1,"primary_category":"cs.MA","snapshot_observed_at":"2026-08-04T14:29:28.834781Z","submitted_at":"2026-06-29T16:46:28Z","title":"MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems"},"reference_resolution":{"displayed":38,"state_counts":{"malformed_identifier":0,"metadata_mismatch":3,"parse_uncertain":0,"unresolved":26,"verified_exact":9,"verified_fuzzy":0},"total_outbound_references":38},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2606.30546."}