{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:DBY3V24AJZTOQY6P4S5IR3H4BF","short_pith_number":"pith:DBY3V24A","canonical_record":{"source":{"id":"2410.03690","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-22T13:36:12Z","cross_cats_sorted":[],"title_canon_sha256":"1521be17043689f4df3dc32b3d8a98557915a05946df329e412b87de9bc1511b","abstract_canon_sha256":"e324da6ebfd60a4f7467a906b399469744a45daf284bfe58aede2752b9a8ab14"},"schema_version":"1.0"},"canonical_sha256":"1871baeb804e66e863cfe4ba88ecfc096713354f61d70048aa693601796ed99a","source":{"kind":"arxiv","id":"2410.03690","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03690","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03690v1","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03690","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_12","alias_value":"DBY3V24AJZTO","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_16","alias_value":"DBY3V24AJZTOQY6P","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_8","alias_value":"DBY3V24A","created_at":"2026-07-05T09:50:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:DBY3V24AJZTOQY6P4S5IR3H4BF","target":"record","payload":{"canonical_record":{"source":{"id":"2410.03690","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-22T13:36:12Z","cross_cats_sorted":[],"title_canon_sha256":"1521be17043689f4df3dc32b3d8a98557915a05946df329e412b87de9bc1511b","abstract_canon_sha256":"e324da6ebfd60a4f7467a906b399469744a45daf284bfe58aede2752b9a8ab14"},"schema_version":"1.0"},"canonical_sha256":"1871baeb804e66e863cfe4ba88ecfc096713354f61d70048aa693601796ed99a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:50:06.030583Z","signature_b64":"ZkymSVJazrUYU3Da4C/QPC0bZbLI+N2GcSc74q21U3F9T7CjJc2+tMJXO3eLpFBHpbe3WGae5hFbp8STVN1qAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1871baeb804e66e863cfe4ba88ecfc096713354f61d70048aa693601796ed99a","last_reissued_at":"2026-07-05T09:50:06.030159Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:50:06.030159Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.03690","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":"2026-07-05T09:50:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NTqSEOp68rRBW0ObyYqMrTQ+bI7yFlHUw0/C42wkgnOHGXwqZPj3efchZHsuQFj8m8K3Cc3pXplq6zuWMcekBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-01T09:57:16.671268Z"},"content_sha256":"239080e689d48f531aa0d3b16ffd4b3fa38208bdfa5812f28e9129ec7cbe60ad","schema_version":"1.0","event_id":"sha256:239080e689d48f531aa0d3b16ffd4b3fa38208bdfa5812f28e9129ec7cbe60ad"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:DBY3V24AJZTOQY6P4S5IR3H4BF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Conversational Swarms of Humans and AI Agents enable Hybrid Collaborative Decision-making","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Anita Woolley, Christopher Dishop, Ganesh Mani, Gregg Willcox, Hans Schumann, Louis Rosenberg","submitted_at":"2024-09-22T13:36:12Z","abstract_excerpt":"Conversational Swarm Intelligence (CSI) is an AI-powered communication and collaboration technology that allows large, networked groups (of potentially unlimited size) to hold thoughtful conversational deliberations in real-time. Inspired by the efficient decision-making dynamics of fish schools, CSI divides a human population into a set of small subgroups connected by AI agents. This enables the full group to hold a unified conversation. In this study, groups of 25 participants were tasked with selecting a roster of players in a real Fantasy Baseball contest. A total of 10 trials were run usi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03690","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/2410.03690/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":"2026-07-05T09:50:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"E6HnCNesN/4U+xHQjFHVa89bDWJN57IL0gacx7g6z65y+rXJEHqB81oshF2Wi98M7gJ0t5y9RK4cqf4gkmpGAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-01T09:57:16.671587Z"},"content_sha256":"5c65b79b40512b8792183c306b0a7766a0fc3457f15a70d992bf1f82b4ebd004","schema_version":"1.0","event_id":"sha256:5c65b79b40512b8792183c306b0a7766a0fc3457f15a70d992bf1f82b4ebd004"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/bundle.json","state_url":"https://pith.science/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/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":"2026-08-01T09:57:16Z","links":{"resolver":"https://pith.science/pith/DBY3V24AJZTOQY6P4S5IR3H4BF","bundle":"https://pith.science/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/bundle.json","state":"https://pith.science/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DBY3V24AJZTOQY6P4S5IR3H4BF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DBY3V24AJZTOQY6P4S5IR3H4BF","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":"e324da6ebfd60a4f7467a906b399469744a45daf284bfe58aede2752b9a8ab14","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-22T13:36:12Z","title_canon_sha256":"1521be17043689f4df3dc32b3d8a98557915a05946df329e412b87de9bc1511b"},"schema_version":"1.0","source":{"id":"2410.03690","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03690","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03690v1","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03690","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_12","alias_value":"DBY3V24AJZTO","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_16","alias_value":"DBY3V24AJZTOQY6P","created_at":"2026-07-05T09:50:06Z"},{"alias_kind":"pith_short_8","alias_value":"DBY3V24A","created_at":"2026-07-05T09:50:06Z"}],"graph_snapshots":[{"event_id":"sha256:5c65b79b40512b8792183c306b0a7766a0fc3457f15a70d992bf1f82b4ebd004","target":"graph","created_at":"2026-07-05T09:50:06Z","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/2410.03690/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conversational Swarm Intelligence (CSI) is an AI-powered communication and collaboration technology that allows large, networked groups (of potentially unlimited size) to hold thoughtful conversational deliberations in real-time. Inspired by the efficient decision-making dynamics of fish schools, CSI divides a human population into a set of small subgroups connected by AI agents. This enables the full group to hold a unified conversation. In this study, groups of 25 participants were tasked with selecting a roster of players in a real Fantasy Baseball contest. A total of 10 trials were run usi","authors_text":"Anita Woolley, Christopher Dishop, Ganesh Mani, Gregg Willcox, Hans Schumann, Louis Rosenberg","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-22T13:36:12Z","title":"Conversational Swarms of Humans and AI Agents enable Hybrid Collaborative Decision-making"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03690","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":"sha256:239080e689d48f531aa0d3b16ffd4b3fa38208bdfa5812f28e9129ec7cbe60ad","target":"record","created_at":"2026-07-05T09:50:06Z","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":"e324da6ebfd60a4f7467a906b399469744a45daf284bfe58aede2752b9a8ab14","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-22T13:36:12Z","title_canon_sha256":"1521be17043689f4df3dc32b3d8a98557915a05946df329e412b87de9bc1511b"},"schema_version":"1.0","source":{"id":"2410.03690","kind":"arxiv","version":1}},"canonical_sha256":"1871baeb804e66e863cfe4ba88ecfc096713354f61d70048aa693601796ed99a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1871baeb804e66e863cfe4ba88ecfc096713354f61d70048aa693601796ed99a","first_computed_at":"2026-07-05T09:50:06.030159Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:50:06.030159Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZkymSVJazrUYU3Da4C/QPC0bZbLI+N2GcSc74q21U3F9T7CjJc2+tMJXO3eLpFBHpbe3WGae5hFbp8STVN1qAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:50:06.030583Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.03690","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:239080e689d48f531aa0d3b16ffd4b3fa38208bdfa5812f28e9129ec7cbe60ad","sha256:5c65b79b40512b8792183c306b0a7766a0fc3457f15a70d992bf1f82b4ebd004"],"state_sha256":"cbbf01e8b2a14a422136a3e85fc7acbca0dcb4d3112be26fc8ba995d9f79fc35"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dcxiFlPCftIe3An52m++ARr+YITOnF61VTYmqXvupytm3n+fqXiaSCdg4+u/o4ZaU548dLwjrBmvF7ZxytGqBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-01T09:57:16.676092Z","bundle_sha256":"0023e2ad87b3705892f103249b71a866cf9f497b1bc7fa2fa8dce1c9b50a018e"}}