{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:EMHILWABCPNJRQFPZUTL64DHFG","short_pith_number":"pith:EMHILWAB","canonical_record":{"source":{"id":"2603.19423","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-03-19T19:33:17Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"44af3b56761752b36d19bda95e6c0f199bc2f933a253db79e2232cb715849e0a","abstract_canon_sha256":"92b1df31b845dad1b60c46f5e463b4b963e5ff9c85c849c98d5f5a8d2de034ad"},"schema_version":"1.0"},"canonical_sha256":"230e85d80113da98c0afcd26bf706729bb976c28a5091084fd9a556e6db748dc","source":{"kind":"arxiv","id":"2603.19423","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2603.19423","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"arxiv_version","alias_value":"2603.19423v2","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2603.19423","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_12","alias_value":"EMHILWABCPNJ","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_16","alias_value":"EMHILWABCPNJRQFP","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_8","alias_value":"EMHILWAB","created_at":"2026-06-19T16:12:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:EMHILWABCPNJRQFPZUTL64DHFG","target":"record","payload":{"canonical_record":{"source":{"id":"2603.19423","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-03-19T19:33:17Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"44af3b56761752b36d19bda95e6c0f199bc2f933a253db79e2232cb715849e0a","abstract_canon_sha256":"92b1df31b845dad1b60c46f5e463b4b963e5ff9c85c849c98d5f5a8d2de034ad"},"schema_version":"1.0"},"canonical_sha256":"230e85d80113da98c0afcd26bf706729bb976c28a5091084fd9a556e6db748dc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-19T16:12:19.710928Z","signature_b64":"jWJOgFgklNEY9ZY2/qedCm6JZdyItI7Rdxl/lVjHCyGC29vPYcBrC9OX2NuoBLU2wi8z7LsDSM1O0T2Yk0yGDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"230e85d80113da98c0afcd26bf706729bb976c28a5091084fd9a556e6db748dc","last_reissued_at":"2026-06-19T16:12:19.710514Z","signature_status":"signed_v1","first_computed_at":"2026-06-19T16:12:19.710514Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2603.19423","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-19T16:12:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lrbkVD53WFSqZ5mYZKn3f6OH88nLXZPnwEdegXGkcx8XDCJG6aw8YPckEEBdEcXHDZCVpxQ4e7dwRJbQUsppAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T13:46:26.535569Z"},"content_sha256":"024b635fe9a2ec41ae09ac400a67fad9cf5f6ae8d501f079fb6be3f156f2fcd9","schema_version":"1.0","event_id":"sha256:024b635fe9a2ec41ae09ac400a67fad9cf5f6ae8d501f079fb6be3f156f2fcd9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:EMHILWABCPNJRQFPZUTL64DHFG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The Autonomy Tax: Defense Training Breaks LLM Agents","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CR","authors_text":"Shawn Li, Yue Zhao","submitted_at":"2026-03-19T19:33:17Z","abstract_excerpt":"Large language model (LLM) agents increasingly rely on external tools (file operations, API calls, database transactions) to autonomously complete complex multi-step tasks. Practitioners deploy defense-trained models to protect against prompt injection attacks that manipulate agent behavior through malicious observations or retrieved content. We reveal a fundamental \\textbf{capability-alignment paradox}: defense training designed to improve safety systematically destroys agent competence while failing to prevent sophisticated attacks. Evaluating defended models against undefended baselines acr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2603.19423","kind":"arxiv","version":2},"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/2603.19423/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":"2026-06-19T16:12:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5UfdQCXTAtTVk3IS3kvUxxhSnJJSqOfkzqI+yCcSz+t00BuO52E1S3IAJiiQugkoHs5c6gKJGFdAQq3L9/NPDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T13:46:26.535965Z"},"content_sha256":"9f09039eaa907bce4bf6bfe518a50dccce05c1a829a795f4218496976b2d7720","schema_version":"1.0","event_id":"sha256:9f09039eaa907bce4bf6bfe518a50dccce05c1a829a795f4218496976b2d7720"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EMHILWABCPNJRQFPZUTL64DHFG/bundle.json","state_url":"https://pith.science/pith/EMHILWABCPNJRQFPZUTL64DHFG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EMHILWABCPNJRQFPZUTL64DHFG/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":"2026-07-01T13:46:26Z","links":{"resolver":"https://pith.science/pith/EMHILWABCPNJRQFPZUTL64DHFG","bundle":"https://pith.science/pith/EMHILWABCPNJRQFPZUTL64DHFG/bundle.json","state":"https://pith.science/pith/EMHILWABCPNJRQFPZUTL64DHFG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EMHILWABCPNJRQFPZUTL64DHFG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:EMHILWABCPNJRQFPZUTL64DHFG","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":"92b1df31b845dad1b60c46f5e463b4b963e5ff9c85c849c98d5f5a8d2de034ad","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-03-19T19:33:17Z","title_canon_sha256":"44af3b56761752b36d19bda95e6c0f199bc2f933a253db79e2232cb715849e0a"},"schema_version":"1.0","source":{"id":"2603.19423","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2603.19423","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"arxiv_version","alias_value":"2603.19423v2","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2603.19423","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_12","alias_value":"EMHILWABCPNJ","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_16","alias_value":"EMHILWABCPNJRQFP","created_at":"2026-06-19T16:12:19Z"},{"alias_kind":"pith_short_8","alias_value":"EMHILWAB","created_at":"2026-06-19T16:12:19Z"}],"graph_snapshots":[{"event_id":"sha256:9f09039eaa907bce4bf6bfe518a50dccce05c1a829a795f4218496976b2d7720","target":"graph","created_at":"2026-06-19T16:12:19Z","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/2603.19423/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model (LLM) agents increasingly rely on external tools (file operations, API calls, database transactions) to autonomously complete complex multi-step tasks. Practitioners deploy defense-trained models to protect against prompt injection attacks that manipulate agent behavior through malicious observations or retrieved content. We reveal a fundamental \\textbf{capability-alignment paradox}: defense training designed to improve safety systematically destroys agent competence while failing to prevent sophisticated attacks. Evaluating defended models against undefended baselines acr","authors_text":"Shawn Li, Yue Zhao","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-03-19T19:33:17Z","title":"The Autonomy Tax: Defense Training Breaks LLM Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2603.19423","kind":"arxiv","version":2},"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":"sha256:024b635fe9a2ec41ae09ac400a67fad9cf5f6ae8d501f079fb6be3f156f2fcd9","target":"record","created_at":"2026-06-19T16:12:19Z","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":"92b1df31b845dad1b60c46f5e463b4b963e5ff9c85c849c98d5f5a8d2de034ad","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-03-19T19:33:17Z","title_canon_sha256":"44af3b56761752b36d19bda95e6c0f199bc2f933a253db79e2232cb715849e0a"},"schema_version":"1.0","source":{"id":"2603.19423","kind":"arxiv","version":2}},"canonical_sha256":"230e85d80113da98c0afcd26bf706729bb976c28a5091084fd9a556e6db748dc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"230e85d80113da98c0afcd26bf706729bb976c28a5091084fd9a556e6db748dc","first_computed_at":"2026-06-19T16:12:19.710514Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-19T16:12:19.710514Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jWJOgFgklNEY9ZY2/qedCm6JZdyItI7Rdxl/lVjHCyGC29vPYcBrC9OX2NuoBLU2wi8z7LsDSM1O0T2Yk0yGDg==","signature_status":"signed_v1","signed_at":"2026-06-19T16:12:19.710928Z","signed_message":"canonical_sha256_bytes"},"source_id":"2603.19423","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:024b635fe9a2ec41ae09ac400a67fad9cf5f6ae8d501f079fb6be3f156f2fcd9","sha256:9f09039eaa907bce4bf6bfe518a50dccce05c1a829a795f4218496976b2d7720"],"state_sha256":"ee11b3fcfd056c8d0c61eb54c0b8f6ca731065fa9dd99a28dce853243e4b2e03"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CQcwa/ujeVFkyW0URMq0Vt/Dd24nvdapO3ZPcw5BHy6NouAharip/g+hL0l91eCUM/BIDQCorFGZwiKI2rsoCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-01T13:46:26.538116Z","bundle_sha256":"bc84efb17092df227b8e7c83660a6cce7fdd725419a971b982e9c69ba48dfe32"}}