{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:X2A2OF45SKTQ4FDANK534QK3Y7","short_pith_number":"pith:X2A2OF45","canonical_record":{"source":{"id":"2506.03332","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-03T19:26:23Z","cross_cats_sorted":[],"title_canon_sha256":"4e09a9057d5a2c6604806c1e7127d2416a5b02b52fac74121585147e8cde43d1","abstract_canon_sha256":"624bd441e43c53131d6fd49930c406c993da64e29ce0b49d43aeb168c0d53413"},"schema_version":"1.0"},"canonical_sha256":"be81a7179d92a70e14606abbbe415bc7f196fe5ce8f7d2930a598d4135514c9d","source":{"kind":"arxiv","id":"2506.03332","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03332","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03332v1","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03332","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_12","alias_value":"X2A2OF45SKTQ","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_16","alias_value":"X2A2OF45SKTQ4FDA","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_8","alias_value":"X2A2OF45","created_at":"2026-07-05T11:15:25Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:X2A2OF45SKTQ4FDANK534QK3Y7","target":"record","payload":{"canonical_record":{"source":{"id":"2506.03332","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-03T19:26:23Z","cross_cats_sorted":[],"title_canon_sha256":"4e09a9057d5a2c6604806c1e7127d2416a5b02b52fac74121585147e8cde43d1","abstract_canon_sha256":"624bd441e43c53131d6fd49930c406c993da64e29ce0b49d43aeb168c0d53413"},"schema_version":"1.0"},"canonical_sha256":"be81a7179d92a70e14606abbbe415bc7f196fe5ce8f7d2930a598d4135514c9d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:15:25.367694Z","signature_b64":"JM/DJ68y+ggVt1cdi7wjTPDxV3O7x1pX+Or64qUodphFWG1H0SPryUAdCPoJtR5hj/hYvKdWshBi1xj4TuiVAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"be81a7179d92a70e14606abbbe415bc7f196fe5ce8f7d2930a598d4135514c9d","last_reissued_at":"2026-07-05T11:15:25.367154Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:15:25.367154Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.03332","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":"2026-07-05T11:15:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CB6+d220Los1KUX7QIUKFHS6n6+86Y6PxorBn7LLAAI3auxGL8QW9bZJ4Y89dR6DYi0hQvL29xsllzU0T8JnBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T19:08:10.242058Z"},"content_sha256":"93d339d76ff2efb4e2bcf6b704d59c345155a37c08139b5016667681d6e4f8a8","schema_version":"1.0","event_id":"sha256:93d339d76ff2efb4e2bcf6b704d59c345155a37c08139b5016667681d6e4f8a8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:X2A2OF45SKTQ4FDANK534QK3Y7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Helpful Agent Meets Deceptive Judge: Understanding Vulnerabilities in Agentic Workflows","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Jiayu Wang, Shafiq Joty, Xuan-Phi Nguyen, Yifei Ming, Zixuan Ke","submitted_at":"2025-06-03T19:26:23Z","abstract_excerpt":"Agentic workflows -- where multiple large language model (LLM) instances interact to solve tasks -- are increasingly built on feedback mechanisms, where one model evaluates and critiques another. Despite the promise of feedback-driven improvement, the stability of agentic workflows rests on the reliability of the judge. However, judges may hallucinate information, exhibit bias, or act adversarially -- introducing critical vulnerabilities into the workflow. In this work, we present a systematic analysis of agentic workflows under deceptive or misleading feedback. We introduce a two-dimensional "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03332","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/2506.03332/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":"2026-07-05T11:15:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"desNo4E5UlKfgNe58Q0bLbFN1FGaV5Hpe1yEXR2/xzSkcjlqdJKqiX9zYdFx7ZtwLtWQ0qiZqF15kFjUqqI/DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T19:08:10.242400Z"},"content_sha256":"a029ab0f7f70d7b7265efe6cef7bb702d75e59771dc3cbdffae92e05e293f747","schema_version":"1.0","event_id":"sha256:a029ab0f7f70d7b7265efe6cef7bb702d75e59771dc3cbdffae92e05e293f747"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/X2A2OF45SKTQ4FDANK534QK3Y7/bundle.json","state_url":"https://pith.science/pith/X2A2OF45SKTQ4FDANK534QK3Y7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/X2A2OF45SKTQ4FDANK534QK3Y7/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":"2026-08-06T19:08:10Z","links":{"resolver":"https://pith.science/pith/X2A2OF45SKTQ4FDANK534QK3Y7","bundle":"https://pith.science/pith/X2A2OF45SKTQ4FDANK534QK3Y7/bundle.json","state":"https://pith.science/pith/X2A2OF45SKTQ4FDANK534QK3Y7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/X2A2OF45SKTQ4FDANK534QK3Y7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:X2A2OF45SKTQ4FDANK534QK3Y7","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":"624bd441e43c53131d6fd49930c406c993da64e29ce0b49d43aeb168c0d53413","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-03T19:26:23Z","title_canon_sha256":"4e09a9057d5a2c6604806c1e7127d2416a5b02b52fac74121585147e8cde43d1"},"schema_version":"1.0","source":{"id":"2506.03332","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03332","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03332v1","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03332","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_12","alias_value":"X2A2OF45SKTQ","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_16","alias_value":"X2A2OF45SKTQ4FDA","created_at":"2026-07-05T11:15:25Z"},{"alias_kind":"pith_short_8","alias_value":"X2A2OF45","created_at":"2026-07-05T11:15:25Z"}],"graph_snapshots":[{"event_id":"sha256:a029ab0f7f70d7b7265efe6cef7bb702d75e59771dc3cbdffae92e05e293f747","target":"graph","created_at":"2026-07-05T11:15:25Z","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/2506.03332/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Agentic workflows -- where multiple large language model (LLM) instances interact to solve tasks -- are increasingly built on feedback mechanisms, where one model evaluates and critiques another. Despite the promise of feedback-driven improvement, the stability of agentic workflows rests on the reliability of the judge. However, judges may hallucinate information, exhibit bias, or act adversarially -- introducing critical vulnerabilities into the workflow. In this work, we present a systematic analysis of agentic workflows under deceptive or misleading feedback. We introduce a two-dimensional ","authors_text":"Jiayu Wang, Shafiq Joty, Xuan-Phi Nguyen, Yifei Ming, Zixuan Ke","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-03T19:26:23Z","title":"Helpful Agent Meets Deceptive Judge: Understanding Vulnerabilities in Agentic Workflows"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03332","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":"sha256:93d339d76ff2efb4e2bcf6b704d59c345155a37c08139b5016667681d6e4f8a8","target":"record","created_at":"2026-07-05T11:15:25Z","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":"624bd441e43c53131d6fd49930c406c993da64e29ce0b49d43aeb168c0d53413","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-03T19:26:23Z","title_canon_sha256":"4e09a9057d5a2c6604806c1e7127d2416a5b02b52fac74121585147e8cde43d1"},"schema_version":"1.0","source":{"id":"2506.03332","kind":"arxiv","version":1}},"canonical_sha256":"be81a7179d92a70e14606abbbe415bc7f196fe5ce8f7d2930a598d4135514c9d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"be81a7179d92a70e14606abbbe415bc7f196fe5ce8f7d2930a598d4135514c9d","first_computed_at":"2026-07-05T11:15:25.367154Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:15:25.367154Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JM/DJ68y+ggVt1cdi7wjTPDxV3O7x1pX+Or64qUodphFWG1H0SPryUAdCPoJtR5hj/hYvKdWshBi1xj4TuiVAw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:15:25.367694Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.03332","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:93d339d76ff2efb4e2bcf6b704d59c345155a37c08139b5016667681d6e4f8a8","sha256:a029ab0f7f70d7b7265efe6cef7bb702d75e59771dc3cbdffae92e05e293f747"],"state_sha256":"cca22950b331aca99e99f5842b8f69bd5318633cffbefe388142ef2c2bf27048"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+5eaYt05edys4pYrAcf2FOz5a5DK/GKMqw7H/B2OALCkdCzpd8gf2CQ6+WiFZ4v1ng2XkSDLRNMySTZYwAmoCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T19:08:10.245754Z","bundle_sha256":"13a40a4a76964e8a339fd5537fb628a8799d7ccae996eea081c5ac826e581153"}}