{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:3RH4FBXW325FUO7N55TIUUOML5","short_pith_number":"pith:3RH4FBXW","canonical_record":{"source":{"id":"2508.12314","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-08-17T10:16:41Z","cross_cats_sorted":["cs.AI","nlin.AO"],"title_canon_sha256":"2c3d19b4bc2d2c76c64447672448f2f027c9492a41fda292e35edaec343575d8","abstract_canon_sha256":"b09a7f09d905e0ee8df78275d9dac1c2bbdde1c4012ea89ace7e0169b9e9f767"},"schema_version":"1.0"},"canonical_sha256":"dc4fc286f6deba5a3bedef668a51cc5f5ad91ba7c369d2a50fed46e6ab7ba17d","source":{"kind":"arxiv","id":"2508.12314","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.12314","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"arxiv_version","alias_value":"2508.12314v1","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.12314","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_12","alias_value":"3RH4FBXW325F","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_16","alias_value":"3RH4FBXW325FUO7N","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_8","alias_value":"3RH4FBXW","created_at":"2026-07-05T11:55:42Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:3RH4FBXW325FUO7N55TIUUOML5","target":"record","payload":{"canonical_record":{"source":{"id":"2508.12314","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-08-17T10:16:41Z","cross_cats_sorted":["cs.AI","nlin.AO"],"title_canon_sha256":"2c3d19b4bc2d2c76c64447672448f2f027c9492a41fda292e35edaec343575d8","abstract_canon_sha256":"b09a7f09d905e0ee8df78275d9dac1c2bbdde1c4012ea89ace7e0169b9e9f767"},"schema_version":"1.0"},"canonical_sha256":"dc4fc286f6deba5a3bedef668a51cc5f5ad91ba7c369d2a50fed46e6ab7ba17d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:55:42.492286Z","signature_b64":"jl7zrcYNsfoLikvV+UKLO2Q1tx9Ubtrk646G7CcSkJ3C+MUemp6mHW/7gPiSyuxGIYWefGQYw4/ZL0o4L7lxBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dc4fc286f6deba5a3bedef668a51cc5f5ad91ba7c369d2a50fed46e6ab7ba17d","last_reissued_at":"2026-07-05T11:55:42.491863Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:55:42.491863Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.12314","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:55:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FswMgi9rzrJjE0e+ctdTkCBJ6oCmWJPdBvd4bb+9IXyOtXJV8Yg699HfYZ+h+V9dI97e3thm+UeEzrDDf7CIBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T14:48:49.834171Z"},"content_sha256":"2d32d045252b2cb0063587f6439cf5a2c3adceb69dc25f933838b8489143b7dc","schema_version":"1.0","event_id":"sha256:2d32d045252b2cb0063587f6439cf5a2c3adceb69dc25f933838b8489143b7dc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:3RH4FBXW325FUO7N55TIUUOML5","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","nlin.AO"],"primary_cat":"cs.MA","authors_text":"Chiranjit Mitra","submitted_at":"2025-08-17T10:16:41Z","abstract_excerpt":"We present a novel interdisciplinary framework that bridges synchronization theory and multi-agent AI systems by adapting the Kuramoto model to describe the collective dynamics of heterogeneous AI agents engaged in complex task execution. By representing AI agents as coupled oscillators with both phase and amplitude dynamics, our model captures essential aspects of agent specialization, influence, and communication within networked systems. We introduce an order parameter to quantify the degree of coordination and synchronization, providing insights into how coupling strength, agent diversity,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.12314","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2508.12314/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:55:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hZzXq2N5R5BLp/RBAOZtojw7e8A92RqORCn/oi5UdyDdO7YgIMF4SiYPM3fHuY3SPwYRLptowykEIol2BXdlDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T14:48:49.834713Z"},"content_sha256":"83fc17d4a1e99dd2d4b302604b581f6ac1c35382dc630f3df44c809b6319e5b7","schema_version":"1.0","event_id":"sha256:83fc17d4a1e99dd2d4b302604b581f6ac1c35382dc630f3df44c809b6319e5b7"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3RH4FBXW325FUO7N55TIUUOML5/bundle.json","state_url":"https://pith.science/pith/3RH4FBXW325FUO7N55TIUUOML5/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3RH4FBXW325FUO7N55TIUUOML5/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-16T14:48:49Z","links":{"resolver":"https://pith.science/pith/3RH4FBXW325FUO7N55TIUUOML5","bundle":"https://pith.science/pith/3RH4FBXW325FUO7N55TIUUOML5/bundle.json","state":"https://pith.science/pith/3RH4FBXW325FUO7N55TIUUOML5/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3RH4FBXW325FUO7N55TIUUOML5/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:3RH4FBXW325FUO7N55TIUUOML5","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":"b09a7f09d905e0ee8df78275d9dac1c2bbdde1c4012ea89ace7e0169b9e9f767","cross_cats_sorted":["cs.AI","nlin.AO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-08-17T10:16:41Z","title_canon_sha256":"2c3d19b4bc2d2c76c64447672448f2f027c9492a41fda292e35edaec343575d8"},"schema_version":"1.0","source":{"id":"2508.12314","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.12314","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"arxiv_version","alias_value":"2508.12314v1","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.12314","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_12","alias_value":"3RH4FBXW325F","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_16","alias_value":"3RH4FBXW325FUO7N","created_at":"2026-07-05T11:55:42Z"},{"alias_kind":"pith_short_8","alias_value":"3RH4FBXW","created_at":"2026-07-05T11:55:42Z"}],"graph_snapshots":[{"event_id":"sha256:83fc17d4a1e99dd2d4b302604b581f6ac1c35382dc630f3df44c809b6319e5b7","target":"graph","created_at":"2026-07-05T11:55:42Z","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/2508.12314/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a novel interdisciplinary framework that bridges synchronization theory and multi-agent AI systems by adapting the Kuramoto model to describe the collective dynamics of heterogeneous AI agents engaged in complex task execution. By representing AI agents as coupled oscillators with both phase and amplitude dynamics, our model captures essential aspects of agent specialization, influence, and communication within networked systems. We introduce an order parameter to quantify the degree of coordination and synchronization, providing insights into how coupling strength, agent diversity,","authors_text":"Chiranjit Mitra","cross_cats":["cs.AI","nlin.AO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-08-17T10:16:41Z","title":"Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.12314","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":"sha256:2d32d045252b2cb0063587f6439cf5a2c3adceb69dc25f933838b8489143b7dc","target":"record","created_at":"2026-07-05T11:55:42Z","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":"b09a7f09d905e0ee8df78275d9dac1c2bbdde1c4012ea89ace7e0169b9e9f767","cross_cats_sorted":["cs.AI","nlin.AO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-08-17T10:16:41Z","title_canon_sha256":"2c3d19b4bc2d2c76c64447672448f2f027c9492a41fda292e35edaec343575d8"},"schema_version":"1.0","source":{"id":"2508.12314","kind":"arxiv","version":1}},"canonical_sha256":"dc4fc286f6deba5a3bedef668a51cc5f5ad91ba7c369d2a50fed46e6ab7ba17d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dc4fc286f6deba5a3bedef668a51cc5f5ad91ba7c369d2a50fed46e6ab7ba17d","first_computed_at":"2026-07-05T11:55:42.491863Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:55:42.491863Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jl7zrcYNsfoLikvV+UKLO2Q1tx9Ubtrk646G7CcSkJ3C+MUemp6mHW/7gPiSyuxGIYWefGQYw4/ZL0o4L7lxBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:55:42.492286Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.12314","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2d32d045252b2cb0063587f6439cf5a2c3adceb69dc25f933838b8489143b7dc","sha256:83fc17d4a1e99dd2d4b302604b581f6ac1c35382dc630f3df44c809b6319e5b7"],"state_sha256":"c1cbaa7bc8b510ee5aa7ddcfcdd85fd3f92a6f0dfa64bf0b9d02523abe45d46e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1CNGswELDLf714jnV1gwGchx8fEi1BzGfmBBEV/azLbZMs8SjOY5/TDTfUZT+uM6aDbh30rOlJy1zAwClc8jAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-16T14:48:49.840065Z","bundle_sha256":"1b304a5a9398bbb5519b0dfeac5b1fd5241d28f9d68d9c445c2f8bc866dbab0d"}}