{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:3VDBKM6QQH7OPUXHLS57UEZZGT","short_pith_number":"pith:3VDBKM6Q","canonical_record":{"source":{"id":"2412.04415","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-05T18:38:30Z","cross_cats_sorted":[],"title_canon_sha256":"7c6f5f5412a132a920f77158a3d477abd68ee4342125c9c9aaf864e66aaa4dfe","abstract_canon_sha256":"0fd8a96ad697c1addc1d724f005ea2fcb86f21398f93d010233d04a2583f0829"},"schema_version":"1.0"},"canonical_sha256":"dd461533d081fee7d2e75cbbfa133934fa3d7dc3e0bfd22394eead26e899e1b4","source":{"kind":"arxiv","id":"2412.04415","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.04415","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"arxiv_version","alias_value":"2412.04415v1","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.04415","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_12","alias_value":"3VDBKM6QQH7O","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_16","alias_value":"3VDBKM6QQH7OPUXH","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_8","alias_value":"3VDBKM6Q","created_at":"2026-07-05T09:45:03Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:3VDBKM6QQH7OPUXHLS57UEZZGT","target":"record","payload":{"canonical_record":{"source":{"id":"2412.04415","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-05T18:38:30Z","cross_cats_sorted":[],"title_canon_sha256":"7c6f5f5412a132a920f77158a3d477abd68ee4342125c9c9aaf864e66aaa4dfe","abstract_canon_sha256":"0fd8a96ad697c1addc1d724f005ea2fcb86f21398f93d010233d04a2583f0829"},"schema_version":"1.0"},"canonical_sha256":"dd461533d081fee7d2e75cbbfa133934fa3d7dc3e0bfd22394eead26e899e1b4","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:45:03.646572Z","signature_b64":"bIPaGbcJU1Xv9Gdq1zv1tMXoI+Oo6V+rwNvKQrLZ7QHLES58cJa7xr3DTVqqBDm2StxPDmVFnNJgESQ1Gjp7Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dd461533d081fee7d2e75cbbfa133934fa3d7dc3e0bfd22394eead26e899e1b4","last_reissued_at":"2026-07-05T09:45:03.646116Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:45:03.646116Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.04415","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":"2026-07-05T09:45:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"deF5NQPhctYPKL6/WrQZiyllmmy4ErGLHLzPyB+0hoXyt2GjvnFNNJpMH5YqnN8CHYaavrVvjmSZDjds7J2dBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T12:50:29.684784Z"},"content_sha256":"3e7fb97cc3945adc4e98bf7fb179f5a442f25bc17f0694a2c5da63e8b7e551b0","schema_version":"1.0","event_id":"sha256:3e7fb97cc3945adc4e98bf7fb179f5a442f25bc17f0694a2c5da63e8b7e551b0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:3VDBKM6QQH7OPUXHLS57UEZZGT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Targeting the Core: A Simple and Effective Method to Attack RAG-based Agents via Direct LLM Manipulation","license":"http://creativecommons.org/publicdomain/zero/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Victor Bian, Xuying Li, Yasuhiro Yoshida, Yuji Kosuga, Zhuo Li","submitted_at":"2024-12-05T18:38:30Z","abstract_excerpt":"AI agents, powered by large language models (LLMs), have transformed human-computer interactions by enabling seamless, natural, and context-aware communication. While these advancements offer immense utility, they also inherit and amplify inherent safety risks such as bias, fairness, hallucinations, privacy breaches, and a lack of transparency. This paper investigates a critical vulnerability: adversarial attacks targeting the LLM core within AI agents. Specifically, we test the hypothesis that a deceptively simple adversarial prefix, such as \\textit{Ignore the document}, can compel LLMs to pr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.04415","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/2412.04415/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":"2026-07-05T09:45:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uJgE6A5A7FuwKVkJ7fVG/H2jTD3VwG1booTUCMo1iTM/OzN6aWKjQz7B66G/qo6HPKMnDH8tZHhMp57aCzQ1BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T12:50:29.685324Z"},"content_sha256":"1fcf9f8e9f49221c55bab7d0ad0b14ecde04ff3dfc0baa9358d9984280fdfd09","schema_version":"1.0","event_id":"sha256:1fcf9f8e9f49221c55bab7d0ad0b14ecde04ff3dfc0baa9358d9984280fdfd09"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/bundle.json","state_url":"https://pith.science/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/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":"2026-08-09T12:50:29Z","links":{"resolver":"https://pith.science/pith/3VDBKM6QQH7OPUXHLS57UEZZGT","bundle":"https://pith.science/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/bundle.json","state":"https://pith.science/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3VDBKM6QQH7OPUXHLS57UEZZGT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3VDBKM6QQH7OPUXHLS57UEZZGT","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":"0fd8a96ad697c1addc1d724f005ea2fcb86f21398f93d010233d04a2583f0829","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-05T18:38:30Z","title_canon_sha256":"7c6f5f5412a132a920f77158a3d477abd68ee4342125c9c9aaf864e66aaa4dfe"},"schema_version":"1.0","source":{"id":"2412.04415","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.04415","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"arxiv_version","alias_value":"2412.04415v1","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.04415","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_12","alias_value":"3VDBKM6QQH7O","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_16","alias_value":"3VDBKM6QQH7OPUXH","created_at":"2026-07-05T09:45:03Z"},{"alias_kind":"pith_short_8","alias_value":"3VDBKM6Q","created_at":"2026-07-05T09:45:03Z"}],"graph_snapshots":[{"event_id":"sha256:1fcf9f8e9f49221c55bab7d0ad0b14ecde04ff3dfc0baa9358d9984280fdfd09","target":"graph","created_at":"2026-07-05T09:45:03Z","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/2412.04415/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"AI agents, powered by large language models (LLMs), have transformed human-computer interactions by enabling seamless, natural, and context-aware communication. While these advancements offer immense utility, they also inherit and amplify inherent safety risks such as bias, fairness, hallucinations, privacy breaches, and a lack of transparency. This paper investigates a critical vulnerability: adversarial attacks targeting the LLM core within AI agents. Specifically, we test the hypothesis that a deceptively simple adversarial prefix, such as \\textit{Ignore the document}, can compel LLMs to pr","authors_text":"Victor Bian, Xuying Li, Yasuhiro Yoshida, Yuji Kosuga, Zhuo Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-05T18:38:30Z","title":"Targeting the Core: A Simple and Effective Method to Attack RAG-based Agents via Direct LLM Manipulation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.04415","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":"sha256:3e7fb97cc3945adc4e98bf7fb179f5a442f25bc17f0694a2c5da63e8b7e551b0","target":"record","created_at":"2026-07-05T09:45:03Z","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":"0fd8a96ad697c1addc1d724f005ea2fcb86f21398f93d010233d04a2583f0829","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-05T18:38:30Z","title_canon_sha256":"7c6f5f5412a132a920f77158a3d477abd68ee4342125c9c9aaf864e66aaa4dfe"},"schema_version":"1.0","source":{"id":"2412.04415","kind":"arxiv","version":1}},"canonical_sha256":"dd461533d081fee7d2e75cbbfa133934fa3d7dc3e0bfd22394eead26e899e1b4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dd461533d081fee7d2e75cbbfa133934fa3d7dc3e0bfd22394eead26e899e1b4","first_computed_at":"2026-07-05T09:45:03.646116Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:03.646116Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bIPaGbcJU1Xv9Gdq1zv1tMXoI+Oo6V+rwNvKQrLZ7QHLES58cJa7xr3DTVqqBDm2StxPDmVFnNJgESQ1Gjp7Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:03.646572Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.04415","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3e7fb97cc3945adc4e98bf7fb179f5a442f25bc17f0694a2c5da63e8b7e551b0","sha256:1fcf9f8e9f49221c55bab7d0ad0b14ecde04ff3dfc0baa9358d9984280fdfd09"],"state_sha256":"947fe7a159f5fdb187518a20483f5d59053e4becbbf540e6fcce244b7acdc787"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V+gCgpnZDv0kq8TvwUZPXq1dPqb5FyuWHq/0M+3mwdPWTEhwCYzl4XEa0lwsDaH4IPN4D6/H0/lpcHkoiVrSDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T12:50:29.689658Z","bundle_sha256":"e7fa97bcd714ccb2e96b4c28402f582bc57052ef837fdd90345d6477faa5d6b1"}}