{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:F7LUHR6UPIDVCRWZ2KE6PAP7RR","short_pith_number":"pith:F7LUHR6U","canonical_record":{"source":{"id":"2606.10525","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-09T07:54:58Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"8f9024f0362db518668f84f43e206d135941216dd82dac8742e2d473dc9ea4dd","abstract_canon_sha256":"11f0c5a54b5bb750e39d68871847a258a98bad4bcd10f52c19e1fef01b628fa7"},"schema_version":"1.0"},"canonical_sha256":"2fd743c7d47a075146d9d289e781ff8c6065f8074c222a10a0a52cd1759abef1","source":{"kind":"arxiv","id":"2606.10525","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.10525","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"arxiv_version","alias_value":"2606.10525v1","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.10525","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_12","alias_value":"F7LUHR6UPIDV","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_16","alias_value":"F7LUHR6UPIDVCRWZ","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_8","alias_value":"F7LUHR6U","created_at":"2026-06-10T01:10:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:F7LUHR6UPIDVCRWZ2KE6PAP7RR","target":"record","payload":{"canonical_record":{"source":{"id":"2606.10525","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-09T07:54:58Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"8f9024f0362db518668f84f43e206d135941216dd82dac8742e2d473dc9ea4dd","abstract_canon_sha256":"11f0c5a54b5bb750e39d68871847a258a98bad4bcd10f52c19e1fef01b628fa7"},"schema_version":"1.0"},"canonical_sha256":"2fd743c7d47a075146d9d289e781ff8c6065f8074c222a10a0a52cd1759abef1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-10T01:10:24.289138Z","signature_b64":"onUXCGgms34GA4PRE511eqkbmanuGlfS7LUx+Mun6R5oJNFOtn1seuMx4sQQcBMfn27wEPsPxBBIXXHYjhMSAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2fd743c7d47a075146d9d289e781ff8c6065f8074c222a10a0a52cd1759abef1","last_reissued_at":"2026-06-10T01:10:24.288221Z","signature_status":"signed_v1","first_computed_at":"2026-06-10T01:10:24.288221Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.10525","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":"2026-06-10T01:10:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ewkgjwpf/Ks7IlOWf1K8CzD79+VPTRHpqpQ+KB6qHWLiIDFiqF4NB7W7U8mkkPA42TdR/lYHos/NAnz3v6pUAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-30T05:30:12.077449Z"},"content_sha256":"9f9374a8d22f38a807038230b5108fcacb3de953be6ec6b616aa2bfa4a34918c","schema_version":"1.0","event_id":"sha256:9f9374a8d22f38a807038230b5108fcacb3de953be6ec6b616aa2bfa4a34918c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:F7LUHR6UPIDVCRWZ2KE6PAP7RR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Assessing Automated Prompt Injection Attacks in Agentic Environments","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"David Hofer, Edoardo Debenedetti, Florian Tram\\`er","submitted_at":"2026-06-09T07:54:58Z","abstract_excerpt":"Indirect prompt injection poses a critical threat to LLM agents that interact with untrusted external data, yet automated attack methods--proven effective for jailbreaking--remain underexplored in realistic agentic settings. We present a comprehensive empirical evaluation of automated prompt injection attacks against LLM agents, adapting both white-box (GCG) and black-box (TAP) methods to the agentic setting within the AgentDojo framework. We evaluate across 80 task pairs spanning four domains and multiple models, and find that black-box optimization substantially outperforms gradient-based me"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.10525","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/2606.10525/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":"2026-06-10T01:10:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Tkshj9gbHAKvgKNL4m0JlH/X9bglfvuKpGPOWOly4WzVX9Hn82yD2wCltBuIqzojotMDTH+mHEzGSxHJke8RAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-30T05:30:12.078104Z"},"content_sha256":"9f64fc6681532a9d80eb85cc7e0a2827a6f6cf120bdac099dc16ff3c95c4e6fc","schema_version":"1.0","event_id":"sha256:9f64fc6681532a9d80eb85cc7e0a2827a6f6cf120bdac099dc16ff3c95c4e6fc"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/bundle.json","state_url":"https://pith.science/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/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":"2026-06-30T05:30:12Z","links":{"resolver":"https://pith.science/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR","bundle":"https://pith.science/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/bundle.json","state":"https://pith.science/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/F7LUHR6UPIDVCRWZ2KE6PAP7RR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:F7LUHR6UPIDVCRWZ2KE6PAP7RR","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":"11f0c5a54b5bb750e39d68871847a258a98bad4bcd10f52c19e1fef01b628fa7","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-09T07:54:58Z","title_canon_sha256":"8f9024f0362db518668f84f43e206d135941216dd82dac8742e2d473dc9ea4dd"},"schema_version":"1.0","source":{"id":"2606.10525","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.10525","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"arxiv_version","alias_value":"2606.10525v1","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.10525","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_12","alias_value":"F7LUHR6UPIDV","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_16","alias_value":"F7LUHR6UPIDVCRWZ","created_at":"2026-06-10T01:10:24Z"},{"alias_kind":"pith_short_8","alias_value":"F7LUHR6U","created_at":"2026-06-10T01:10:24Z"}],"graph_snapshots":[{"event_id":"sha256:9f64fc6681532a9d80eb85cc7e0a2827a6f6cf120bdac099dc16ff3c95c4e6fc","target":"graph","created_at":"2026-06-10T01:10:24Z","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/2606.10525/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Indirect prompt injection poses a critical threat to LLM agents that interact with untrusted external data, yet automated attack methods--proven effective for jailbreaking--remain underexplored in realistic agentic settings. We present a comprehensive empirical evaluation of automated prompt injection attacks against LLM agents, adapting both white-box (GCG) and black-box (TAP) methods to the agentic setting within the AgentDojo framework. We evaluate across 80 task pairs spanning four domains and multiple models, and find that black-box optimization substantially outperforms gradient-based me","authors_text":"David Hofer, Edoardo Debenedetti, Florian Tram\\`er","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-09T07:54:58Z","title":"Assessing Automated Prompt Injection Attacks in Agentic Environments"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.10525","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":"sha256:9f9374a8d22f38a807038230b5108fcacb3de953be6ec6b616aa2bfa4a34918c","target":"record","created_at":"2026-06-10T01:10:24Z","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":"11f0c5a54b5bb750e39d68871847a258a98bad4bcd10f52c19e1fef01b628fa7","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-09T07:54:58Z","title_canon_sha256":"8f9024f0362db518668f84f43e206d135941216dd82dac8742e2d473dc9ea4dd"},"schema_version":"1.0","source":{"id":"2606.10525","kind":"arxiv","version":1}},"canonical_sha256":"2fd743c7d47a075146d9d289e781ff8c6065f8074c222a10a0a52cd1759abef1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2fd743c7d47a075146d9d289e781ff8c6065f8074c222a10a0a52cd1759abef1","first_computed_at":"2026-06-10T01:10:24.288221Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-10T01:10:24.288221Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"onUXCGgms34GA4PRE511eqkbmanuGlfS7LUx+Mun6R5oJNFOtn1seuMx4sQQcBMfn27wEPsPxBBIXXHYjhMSAg==","signature_status":"signed_v1","signed_at":"2026-06-10T01:10:24.289138Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.10525","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9f9374a8d22f38a807038230b5108fcacb3de953be6ec6b616aa2bfa4a34918c","sha256:9f64fc6681532a9d80eb85cc7e0a2827a6f6cf120bdac099dc16ff3c95c4e6fc"],"state_sha256":"c69ce8da6335c43639d666f9349bef0a98e9a2f3d47ec58c34f4c475d54a9153"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/Uj3VOy5E4hDPlyQalOXRELaZXFw7+M3dvm+1NDYj8jz+VSLhL1BKET2qVKAKzqtmyj1vkbM8uFDYv3DJyxLCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-30T05:30:12.081171Z","bundle_sha256":"8804c42251d43cc0ea00c9ea7a4ac16f06e1553e429b8f0fe1ffb3e7a92f962e"}}