{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:L32DDSTFHMEW2O2A2IBVF7255T","short_pith_number":"pith:L32DDSTF","canonical_record":{"source":{"id":"2502.21300","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-02-28T18:30:52Z","cross_cats_sorted":[],"title_canon_sha256":"b914908ccd6a12dc68c8d8cdbad26800293bb6aad7301f42be1b4beae57c7298","abstract_canon_sha256":"6ad88bf4c34f31bf29177ec0f73657d9c3ff8d5d88a53105cac49db9cc72712f"},"schema_version":"1.0"},"canonical_sha256":"5ef431ca653b096d3b40d20352ff5decef3953deb809777a92f81f6d9b95f19e","source":{"kind":"arxiv","id":"2502.21300","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.21300","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"arxiv_version","alias_value":"2502.21300v1","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.21300","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_12","alias_value":"L32DDSTFHMEW","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_16","alias_value":"L32DDSTFHMEW2O2A","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_8","alias_value":"L32DDSTF","created_at":"2026-07-05T10:21:52Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:L32DDSTFHMEW2O2A2IBVF7255T","target":"record","payload":{"canonical_record":{"source":{"id":"2502.21300","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-02-28T18:30:52Z","cross_cats_sorted":[],"title_canon_sha256":"b914908ccd6a12dc68c8d8cdbad26800293bb6aad7301f42be1b4beae57c7298","abstract_canon_sha256":"6ad88bf4c34f31bf29177ec0f73657d9c3ff8d5d88a53105cac49db9cc72712f"},"schema_version":"1.0"},"canonical_sha256":"5ef431ca653b096d3b40d20352ff5decef3953deb809777a92f81f6d9b95f19e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:21:52.597200Z","signature_b64":"8mN32NQQ/4TIsi6vfFOD8zHV/CYNc9YTAH00DLvLO3/PtTlRFzy+KvH7D999uIlMbkGM0fSRSO01SpWKgVQSCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5ef431ca653b096d3b40d20352ff5decef3953deb809777a92f81f6d9b95f19e","last_reissued_at":"2026-07-05T10:21:52.596464Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:21:52.596464Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.21300","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":"2026-07-05T10:21:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l7yobmdmPfN/gHm3YsTg2SJSy5o09c1MRa2lZQlStPauYmzq2vK6P3WaUqC/cOEmshopsXum0pDxzoVEOmNUCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T20:27:04.000010Z"},"content_sha256":"043a2b028d8f0b0d318bdc1592b083bba19f64b59be4861379622c9eb5484a1c","schema_version":"1.0","event_id":"sha256:043a2b028d8f0b0d318bdc1592b083bba19f64b59be4861379622c9eb5484a1c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:L32DDSTFHMEW2O2A2IBVF7255T","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Hybrid Team Tetris: A New Platform For Hybrid Multi-Agent, Multi-Human Teaming","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Bryce Bartlett, Javier Garcia, Jeremy Gaston, Kaleb McDowell, Nick Waytowich, Stephen Gordon","submitted_at":"2025-02-28T18:30:52Z","abstract_excerpt":"Metcalfe et al (1) argue that the greatest potential for human-AI partnerships lies in their application to highly complex problem spaces. Herein, we discuss three different forms of hybrid team intelligence and posit that across all three forms, the hybridization of man and machine intelligence can be effective under the right conditions. We foresee two significant research and development (R&D) challenges underlying the creation of effective hybrid intelligence. First, rapid advances in machine intelligence and/or fundamental changes in human behaviors or capabilities over time can outpace R"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.21300","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/2502.21300/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":"2026-07-05T10:21:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MlVCXFsQtvlLrI/WAmQIFCWGqWe645Yp0HpUJ9idWc2SIN9/OASTQEQRp5Fl8O9DDQYsVwgQnMZheMxCKb/sAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T20:27:04.000509Z"},"content_sha256":"cb2d9e977b67e71278bd39941f19bfd9201e8b4b635bc5bf8a5aaa1e2dc231f0","schema_version":"1.0","event_id":"sha256:cb2d9e977b67e71278bd39941f19bfd9201e8b4b635bc5bf8a5aaa1e2dc231f0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/L32DDSTFHMEW2O2A2IBVF7255T/bundle.json","state_url":"https://pith.science/pith/L32DDSTFHMEW2O2A2IBVF7255T/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/L32DDSTFHMEW2O2A2IBVF7255T/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":"2026-08-12T20:27:04Z","links":{"resolver":"https://pith.science/pith/L32DDSTFHMEW2O2A2IBVF7255T","bundle":"https://pith.science/pith/L32DDSTFHMEW2O2A2IBVF7255T/bundle.json","state":"https://pith.science/pith/L32DDSTFHMEW2O2A2IBVF7255T/state.json","well_known_bundle":"https://pith.science/.well-known/pith/L32DDSTFHMEW2O2A2IBVF7255T/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L32DDSTFHMEW2O2A2IBVF7255T","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":"6ad88bf4c34f31bf29177ec0f73657d9c3ff8d5d88a53105cac49db9cc72712f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-02-28T18:30:52Z","title_canon_sha256":"b914908ccd6a12dc68c8d8cdbad26800293bb6aad7301f42be1b4beae57c7298"},"schema_version":"1.0","source":{"id":"2502.21300","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.21300","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"arxiv_version","alias_value":"2502.21300v1","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.21300","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_12","alias_value":"L32DDSTFHMEW","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_16","alias_value":"L32DDSTFHMEW2O2A","created_at":"2026-07-05T10:21:52Z"},{"alias_kind":"pith_short_8","alias_value":"L32DDSTF","created_at":"2026-07-05T10:21:52Z"}],"graph_snapshots":[{"event_id":"sha256:cb2d9e977b67e71278bd39941f19bfd9201e8b4b635bc5bf8a5aaa1e2dc231f0","target":"graph","created_at":"2026-07-05T10:21:52Z","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/2502.21300/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Metcalfe et al (1) argue that the greatest potential for human-AI partnerships lies in their application to highly complex problem spaces. Herein, we discuss three different forms of hybrid team intelligence and posit that across all three forms, the hybridization of man and machine intelligence can be effective under the right conditions. We foresee two significant research and development (R&D) challenges underlying the creation of effective hybrid intelligence. First, rapid advances in machine intelligence and/or fundamental changes in human behaviors or capabilities over time can outpace R","authors_text":"Bryce Bartlett, Javier Garcia, Jeremy Gaston, Kaleb McDowell, Nick Waytowich, Stephen Gordon","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-02-28T18:30:52Z","title":"Hybrid Team Tetris: A New Platform For Hybrid Multi-Agent, Multi-Human Teaming"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.21300","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":"sha256:043a2b028d8f0b0d318bdc1592b083bba19f64b59be4861379622c9eb5484a1c","target":"record","created_at":"2026-07-05T10:21:52Z","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":"6ad88bf4c34f31bf29177ec0f73657d9c3ff8d5d88a53105cac49db9cc72712f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-02-28T18:30:52Z","title_canon_sha256":"b914908ccd6a12dc68c8d8cdbad26800293bb6aad7301f42be1b4beae57c7298"},"schema_version":"1.0","source":{"id":"2502.21300","kind":"arxiv","version":1}},"canonical_sha256":"5ef431ca653b096d3b40d20352ff5decef3953deb809777a92f81f6d9b95f19e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5ef431ca653b096d3b40d20352ff5decef3953deb809777a92f81f6d9b95f19e","first_computed_at":"2026-07-05T10:21:52.596464Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:21:52.596464Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8mN32NQQ/4TIsi6vfFOD8zHV/CYNc9YTAH00DLvLO3/PtTlRFzy+KvH7D999uIlMbkGM0fSRSO01SpWKgVQSCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:21:52.597200Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.21300","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:043a2b028d8f0b0d318bdc1592b083bba19f64b59be4861379622c9eb5484a1c","sha256:cb2d9e977b67e71278bd39941f19bfd9201e8b4b635bc5bf8a5aaa1e2dc231f0"],"state_sha256":"1f91b1d832b9bb156da2d834f69c50d8983f4922c1ad15bab097810fae6db29c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UgKG4MZ+B3OuUlF65DUePSMfUnyW2KINMG5Yy6c/i6YBK3rkDtUZ1mf7t8FXD7m/N5kvj6oi6jYfK1HUj8TJAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T20:27:04.006521Z","bundle_sha256":"ca3c929afaacb34c607ae68edeaa677daff24a91bb866ea588232f583511ea53"}}