{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:H2U3T42IZQ77QYI7DM3YFJEYH3","short_pith_number":"pith:H2U3T42I","canonical_record":{"source":{"id":"2402.02172","kind":"arxiv","version":5},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2024-02-03T14:43:14Z","cross_cats_sorted":[],"title_canon_sha256":"5a0911774957f18d391896ec85e279cd5e6737c19af129a8a2c1c1b52891637c","abstract_canon_sha256":"8ca0b8bda94678f63de79c032f89762eed7560c91711268d123d6051560673ce"},"schema_version":"1.0"},"canonical_sha256":"3ea9b9f348cc3ff8611f1b3782a4983eed173bade4bdef94705e8a67305601c8","source":{"kind":"arxiv","id":"2402.02172","version":5},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.02172","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"arxiv_version","alias_value":"2402.02172v5","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.02172","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_12","alias_value":"H2U3T42IZQ77","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_16","alias_value":"H2U3T42IZQ77QYI7","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_8","alias_value":"H2U3T42I","created_at":"2026-07-05T09:11:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:H2U3T42IZQ77QYI7DM3YFJEYH3","target":"record","payload":{"canonical_record":{"source":{"id":"2402.02172","kind":"arxiv","version":5},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2024-02-03T14:43:14Z","cross_cats_sorted":[],"title_canon_sha256":"5a0911774957f18d391896ec85e279cd5e6737c19af129a8a2c1c1b52891637c","abstract_canon_sha256":"8ca0b8bda94678f63de79c032f89762eed7560c91711268d123d6051560673ce"},"schema_version":"1.0"},"canonical_sha256":"3ea9b9f348cc3ff8611f1b3782a4983eed173bade4bdef94705e8a67305601c8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:11:24.300358Z","signature_b64":"CQYmh4aSBJYKjhpXpocth6agzPXcvztEKrasWahwHHNoLjBWxjnbdo0RpXNOlYOtoo/RXXwPTBu2ciDmx1lVCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3ea9b9f348cc3ff8611f1b3782a4983eed173bade4bdef94705e8a67305601c8","last_reissued_at":"2026-07-05T09:11:24.299863Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:11:24.299863Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.02172","source_version":5,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:11:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xgJBCr3kgyEkIkA47ZK1rCVk2J5MD16Sdb2AXCa2btV5DZyfCmpalsqPA4vlxlhYdKkbZ3pMLON2WwspYwgZBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T18:55:04.895860Z"},"content_sha256":"6dd71bd1d9d4842bc57e7c20935fa24a3c796fe68034ba604a52e0e4297a823f","schema_version":"1.0","event_id":"sha256:6dd71bd1d9d4842bc57e7c20935fa24a3c796fe68034ba604a52e0e4297a823f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:H2U3T42IZQ77QYI7DM3YFJEYH3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CodeAgent: Autonomous Communicative Agents for Code Review","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Bei Li, Cedric Lothritz, Haoye Tian, Jacques Klein, Kisub Kim, Saad Ezzini, Tegawende F. Bissyande, Xunzhu Tang, Yewei Song","submitted_at":"2024-02-03T14:43:14Z","abstract_excerpt":"Code review, which aims at ensuring the overall quality and reliability of software, is a cornerstone of software development. Unfortunately, while crucial, Code review is a labor-intensive process that the research community is looking to automate. Existing automated methods rely on single input-output generative models and thus generally struggle to emulate the collaborative nature of code review. This work introduces \\tool{}, a novel multi-agent Large Language Model (LLM) system for code review automation. CodeAgent incorporates a supervisory agent, QA-Checker, to ensure that all the agents"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.02172","kind":"arxiv","version":5},"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/2402.02172/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":"2026-07-05T09:11:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uGpmV/oNaeihYsbZqWNzxj78Qm8I3M1A4WDfkR4Pxezj1zA33bo+C3GY7pBMlCNbr9XvrjXjQE0VQDjXjoWSCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T18:55:04.896682Z"},"content_sha256":"b79e8aca7b173b9c630f1a802076c2b85d8abd312e9431b9141333e6dc990f2c","schema_version":"1.0","event_id":"sha256:b79e8aca7b173b9c630f1a802076c2b85d8abd312e9431b9141333e6dc990f2c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/bundle.json","state_url":"https://pith.science/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/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":"2026-08-06T18:55:04Z","links":{"resolver":"https://pith.science/pith/H2U3T42IZQ77QYI7DM3YFJEYH3","bundle":"https://pith.science/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/bundle.json","state":"https://pith.science/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/H2U3T42IZQ77QYI7DM3YFJEYH3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:H2U3T42IZQ77QYI7DM3YFJEYH3","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":"8ca0b8bda94678f63de79c032f89762eed7560c91711268d123d6051560673ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2024-02-03T14:43:14Z","title_canon_sha256":"5a0911774957f18d391896ec85e279cd5e6737c19af129a8a2c1c1b52891637c"},"schema_version":"1.0","source":{"id":"2402.02172","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.02172","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"arxiv_version","alias_value":"2402.02172v5","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.02172","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_12","alias_value":"H2U3T42IZQ77","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_16","alias_value":"H2U3T42IZQ77QYI7","created_at":"2026-07-05T09:11:24Z"},{"alias_kind":"pith_short_8","alias_value":"H2U3T42I","created_at":"2026-07-05T09:11:24Z"}],"graph_snapshots":[{"event_id":"sha256:b79e8aca7b173b9c630f1a802076c2b85d8abd312e9431b9141333e6dc990f2c","target":"graph","created_at":"2026-07-05T09:11:24Z","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/2402.02172/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Code review, which aims at ensuring the overall quality and reliability of software, is a cornerstone of software development. Unfortunately, while crucial, Code review is a labor-intensive process that the research community is looking to automate. Existing automated methods rely on single input-output generative models and thus generally struggle to emulate the collaborative nature of code review. This work introduces \\tool{}, a novel multi-agent Large Language Model (LLM) system for code review automation. CodeAgent incorporates a supervisory agent, QA-Checker, to ensure that all the agents","authors_text":"Bei Li, Cedric Lothritz, Haoye Tian, Jacques Klein, Kisub Kim, Saad Ezzini, Tegawende F. Bissyande, Xunzhu Tang, Yewei Song","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2024-02-03T14:43:14Z","title":"CodeAgent: Autonomous Communicative Agents for Code Review"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.02172","kind":"arxiv","version":5},"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":"sha256:6dd71bd1d9d4842bc57e7c20935fa24a3c796fe68034ba604a52e0e4297a823f","target":"record","created_at":"2026-07-05T09:11:24Z","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":"8ca0b8bda94678f63de79c032f89762eed7560c91711268d123d6051560673ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2024-02-03T14:43:14Z","title_canon_sha256":"5a0911774957f18d391896ec85e279cd5e6737c19af129a8a2c1c1b52891637c"},"schema_version":"1.0","source":{"id":"2402.02172","kind":"arxiv","version":5}},"canonical_sha256":"3ea9b9f348cc3ff8611f1b3782a4983eed173bade4bdef94705e8a67305601c8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3ea9b9f348cc3ff8611f1b3782a4983eed173bade4bdef94705e8a67305601c8","first_computed_at":"2026-07-05T09:11:24.299863Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:11:24.299863Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CQYmh4aSBJYKjhpXpocth6agzPXcvztEKrasWahwHHNoLjBWxjnbdo0RpXNOlYOtoo/RXXwPTBu2ciDmx1lVCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:11:24.300358Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.02172","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6dd71bd1d9d4842bc57e7c20935fa24a3c796fe68034ba604a52e0e4297a823f","sha256:b79e8aca7b173b9c630f1a802076c2b85d8abd312e9431b9141333e6dc990f2c"],"state_sha256":"af9b5abdf6b544766f3a09b13cfec7ca4a6aad7c0197560fd2a7e4a088d85ed6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DhgINIHY1nPu0pfNEYUHKzA0Q6FZ0kg95d5IGVRVyZmQzvjijIRUlxDQabo+79sVvvj63V/Y7LT7QYwHm7TUBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T18:55:04.905917Z","bundle_sha256":"de9d837adb433d19e60d567462db32dfa55c10dc15f6b8aa37a39ae943b6de35"}}