{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GDHTPZNIVBR4ZPOFYQEWWJHQAM","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"7c6bede0e9a0ab83201bd25eae508468a95d3b622d898a34afd6e3a4622153c4","cross_cats_sorted":["cs.CL","cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-10-29T06:42:27Z","title_canon_sha256":"54b71f41d5a84149c363121574e2e24b63daa6a4395f8a23df1bb2411f128d33"},"schema_version":"1.0","source":{"id":"2410.21784","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.21784","created_at":"2026-07-05T09:27:33Z"},{"alias_kind":"arxiv_version","alias_value":"2410.21784v1","created_at":"2026-07-05T09:27:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.21784","created_at":"2026-07-05T09:27:33Z"},{"alias_kind":"pith_short_12","alias_value":"GDHTPZNIVBR4","created_at":"2026-07-05T09:27:33Z"},{"alias_kind":"pith_short_16","alias_value":"GDHTPZNIVBR4ZPOF","created_at":"2026-07-05T09:27:33Z"},{"alias_kind":"pith_short_8","alias_value":"GDHTPZNI","created_at":"2026-07-05T09:27:33Z"}],"graph_snapshots":[{"event_id":"sha256:5e9a6dcb880e411876aebff1bccf313b7fa4f14f48b6286ca4e246956d63889a","target":"graph","created_at":"2026-07-05T09:27:33Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2410.21784/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model advancements have enabled the development of multi-agent frameworks to tackle complex, real-world problems such as to automate tasks that require interactions with diverse tools, reasoning, and human collaboration. We present MARCO, a Multi-Agent Real-time Chat Orchestration framework for automating tasks using LLMs. MARCO addresses key challenges in utilizing LLMs for complex, multi-step task execution. It incorporates robust guardrails to steer LLM behavior, validate outputs, and recover from errors that stem from inconsistent output formatting, function and parameter ha","authors_text":"Anish Nediyanchath, Anubhav Shrimal, Kriti Biswas, Promod Yenigalla, Stanley Kanagaraj, Swarnalatha Raghuraman, Yi Zhang","cross_cats":["cs.CL","cs.LG","cs.MA"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-10-29T06:42:27Z","title":"MARCO: Multi-Agent Real-time Chat Orchestration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.21784","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:cc7a958dce6cf9324b41a02b5e1ff6318bad22c22ff7eba6be2de3ce353c06ac","target":"record","created_at":"2026-07-05T09:27:33Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"7c6bede0e9a0ab83201bd25eae508468a95d3b622d898a34afd6e3a4622153c4","cross_cats_sorted":["cs.CL","cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-10-29T06:42:27Z","title_canon_sha256":"54b71f41d5a84149c363121574e2e24b63daa6a4395f8a23df1bb2411f128d33"},"schema_version":"1.0","source":{"id":"2410.21784","kind":"arxiv","version":1}},"canonical_sha256":"30cf37e5a8a863ccbdc5c4096b24f00317cea1f15ead06a85ab4daa6d541ac36","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"30cf37e5a8a863ccbdc5c4096b24f00317cea1f15ead06a85ab4daa6d541ac36","first_computed_at":"2026-07-05T09:27:33.354355Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:27:33.354355Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rcLccAh2AX5gv/H0GgVOK00YI+Z+S+rWV8+wpROOw+VaREMdcTtFr5dTqGISWthqTnfxh3oHSCD2HDhTThQwDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:27:33.354866Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.21784","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cc7a958dce6cf9324b41a02b5e1ff6318bad22c22ff7eba6be2de3ce353c06ac","sha256:5e9a6dcb880e411876aebff1bccf313b7fa4f14f48b6286ca4e246956d63889a"],"state_sha256":"f568520a01812fd279868ae6fef59016979b8092200ebcf98f59e1f3097dee97"}