{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KHWUL4ZAVW4I57CDKF5ENY74UB","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":"85fb49719b1f77b9d1c473823b988962cfbd01d792c87972d200edd3e2bd5ac9","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-10-10T19:31:35Z","title_canon_sha256":"122923f2ea66c7674b5e8828179c85d38ea3995ca1be8b9c0efbd603402e59bf"},"schema_version":"1.0","source":{"id":"2410.08328","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.08328","created_at":"2026-07-05T09:18:56Z"},{"alias_kind":"arxiv_version","alias_value":"2410.08328v1","created_at":"2026-07-05T09:18:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.08328","created_at":"2026-07-05T09:18:56Z"},{"alias_kind":"pith_short_12","alias_value":"KHWUL4ZAVW4I","created_at":"2026-07-05T09:18:56Z"},{"alias_kind":"pith_short_16","alias_value":"KHWUL4ZAVW4I57CD","created_at":"2026-07-05T09:18:56Z"},{"alias_kind":"pith_short_8","alias_value":"KHWUL4ZA","created_at":"2026-07-05T09:18:56Z"}],"graph_snapshots":[{"event_id":"sha256:afdd4d8f3ccba04dcb1b34485364872a68ce4bcf7063d0454650693332302350","target":"graph","created_at":"2026-07-05T09:18:56Z","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/2410.08328/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models have enabled agents of all kinds to interact with users through natural conversation. Consequently, agents now have two jobs: conversing and planning/reasoning. Their conversational responses must be informed by all available information, and their actions must help to achieve goals. This dichotomy between conversing with the user and doing multi-step reasoning and planning can be seen as analogous to the human systems of \"thinking fast and slow\" as introduced by Kahneman. Our approach is comprised of a \"Talker\" agent (System 1) that is fast and intuitive, and tasked with","authors_text":"Konstantina Christakopoulou, Maja Matari\\'c, Shibl Mourad","cross_cats":["cs.CL","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-10-10T19:31:35Z","title":"Agents Thinking Fast and Slow: A Talker-Reasoner Architecture"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.08328","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":"sha256:251d021e407c2c6ee2d7b51419b1d15cad57fced58ea8a2a6329c82abcca89cb","target":"record","created_at":"2026-07-05T09:18:56Z","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":"85fb49719b1f77b9d1c473823b988962cfbd01d792c87972d200edd3e2bd5ac9","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-10-10T19:31:35Z","title_canon_sha256":"122923f2ea66c7674b5e8828179c85d38ea3995ca1be8b9c0efbd603402e59bf"},"schema_version":"1.0","source":{"id":"2410.08328","kind":"arxiv","version":1}},"canonical_sha256":"51ed45f320adb88efc43517a46e3fca05d21471129d0086019aadd95516003e0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"51ed45f320adb88efc43517a46e3fca05d21471129d0086019aadd95516003e0","first_computed_at":"2026-07-05T09:18:56.442373Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:18:56.442373Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jNlEXePmvKFwD7HfU/ZOE0yXJf3HdZBExhcZjr+8CMEboISP3gMVjVAzIu5xOTVOQLRgHVJZdV8+nGTXP4rxBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:18:56.442941Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.08328","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:251d021e407c2c6ee2d7b51419b1d15cad57fced58ea8a2a6329c82abcca89cb","sha256:afdd4d8f3ccba04dcb1b34485364872a68ce4bcf7063d0454650693332302350"],"state_sha256":"385e6a7af20fe2bc6b1f72b171df227b7251aa39cb256654dc8395a2e0f5fb38"}