{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:PNVD3NU4YDB2DSNRWSUZKGRB23","short_pith_number":"pith:PNVD3NU4","canonical_record":{"source":{"id":"2607.25225","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-28T02:57:19Z","cross_cats_sorted":["cs.LG","cs.SE"],"title_canon_sha256":"4b58bb1e0094b0ba7ab95b0281e8c4e719a1e8000eef79cf04310e41f487fd77","abstract_canon_sha256":"3267c471b14138674c893b8602a306be4fce6b7de5a74c66de0b51c1612b17b7"},"schema_version":"1.0"},"canonical_sha256":"7b6a3db69cc0c3a1c9b1b4a9951a21d6cbfe18b49c111108e4c18ff4f3dbb8d4","source":{"kind":"arxiv","id":"2607.25225","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25225","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25225v1","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25225","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_12","alias_value":"PNVD3NU4YDB2","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_16","alias_value":"PNVD3NU4YDB2DSNR","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_8","alias_value":"PNVD3NU4","created_at":"2026-07-29T00:25:09Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:PNVD3NU4YDB2DSNRWSUZKGRB23","target":"record","payload":{"canonical_record":{"source":{"id":"2607.25225","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-28T02:57:19Z","cross_cats_sorted":["cs.LG","cs.SE"],"title_canon_sha256":"4b58bb1e0094b0ba7ab95b0281e8c4e719a1e8000eef79cf04310e41f487fd77","abstract_canon_sha256":"3267c471b14138674c893b8602a306be4fce6b7de5a74c66de0b51c1612b17b7"},"schema_version":"1.0"},"canonical_sha256":"7b6a3db69cc0c3a1c9b1b4a9951a21d6cbfe18b49c111108e4c18ff4f3dbb8d4","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-29T00:25:09.421812Z","signature_b64":"6IraPXUVGyWTSCp/9SriP06xuQ7Cf8E/fUdd+PyiqwRUlfeliUHfRDffDAB1lHN32AAtFVc6nuaf4yyNaFsWBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7b6a3db69cc0c3a1c9b1b4a9951a21d6cbfe18b49c111108e4c18ff4f3dbb8d4","last_reissued_at":"2026-07-29T00:25:09.420920Z","signature_status":"signed_v1","first_computed_at":"2026-07-29T00:25:09.420920Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.25225","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":"2026-07-29T00:25:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wUlM7o+rUvVnyc1M21u0mc9MKU1ocm/IhsagZA4U1nlQBxHgnVUbu2DgI+idc8H6j020eT/1Wdoqexb3c2MnAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T21:24:37.930365Z"},"content_sha256":"af0d26e29c17935e6cdaa0fc3fd0b65cfaf6fd959f4eba631ba5f8cf45e8b40c","schema_version":"1.0","event_id":"sha256:af0d26e29c17935e6cdaa0fc3fd0b65cfaf6fd959f4eba631ba5f8cf45e8b40c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:PNVD3NU4YDB2DSNRWSUZKGRB23","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SecDrift: Measuring Sector-Conditioned Security Drift in AI-Generated Code","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.SE"],"primary_cat":"cs.CR","authors_text":"Dhivya Chandramouleeswaran, Narayanaswami Natraj Bharadwaj","submitted_at":"2026-07-28T02:57:19Z","abstract_excerpt":"LLMs are increasingly used for code generation in critical infrastructure, yet the security effect of domain-specific prompting is understudied. We present SecDrift, a benchmark measuring sector-conditioned security drift: the change in static-analysis vulnerability rates when prompts are conditioned on industry contexts versus neutral baselines. We evaluate 7 LLMs (6 producing analyzable code) across 8 CISA critical infrastructure sectors and 9 CWE categories with 5 replicates (5,355 evaluations), using a 5-dimension transformation with a matched-baseline condition that holds the task fixed w"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25225","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/2607.25225/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":"2026-07-29T00:25:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"htg/oi48Kh/uNjOzSdGfPhLu1MHylFwQG5XTqsQE1wJCscBi7b3cYaQ/NHFAL/5VpmNJdAVJFo0OL8rTA5h7BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T21:24:37.931114Z"},"content_sha256":"6a9d92aeea4c3b96ac7bfa389f8a951ba7b3f8e45ea9449690661f7a29a7ab64","schema_version":"1.0","event_id":"sha256:6a9d92aeea4c3b96ac7bfa389f8a951ba7b3f8e45ea9449690661f7a29a7ab64"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/bundle.json","state_url":"https://pith.science/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/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":"2026-08-18T21:24:37Z","links":{"resolver":"https://pith.science/pith/PNVD3NU4YDB2DSNRWSUZKGRB23","bundle":"https://pith.science/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/bundle.json","state":"https://pith.science/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/state.json","well_known_bundle":"https://pith.science/.well-known/pith/PNVD3NU4YDB2DSNRWSUZKGRB23/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:PNVD3NU4YDB2DSNRWSUZKGRB23","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":"3267c471b14138674c893b8602a306be4fce6b7de5a74c66de0b51c1612b17b7","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-28T02:57:19Z","title_canon_sha256":"4b58bb1e0094b0ba7ab95b0281e8c4e719a1e8000eef79cf04310e41f487fd77"},"schema_version":"1.0","source":{"id":"2607.25225","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25225","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25225v1","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25225","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_12","alias_value":"PNVD3NU4YDB2","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_16","alias_value":"PNVD3NU4YDB2DSNR","created_at":"2026-07-29T00:25:09Z"},{"alias_kind":"pith_short_8","alias_value":"PNVD3NU4","created_at":"2026-07-29T00:25:09Z"}],"graph_snapshots":[{"event_id":"sha256:6a9d92aeea4c3b96ac7bfa389f8a951ba7b3f8e45ea9449690661f7a29a7ab64","target":"graph","created_at":"2026-07-29T00:25:09Z","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/2607.25225/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLMs are increasingly used for code generation in critical infrastructure, yet the security effect of domain-specific prompting is understudied. We present SecDrift, a benchmark measuring sector-conditioned security drift: the change in static-analysis vulnerability rates when prompts are conditioned on industry contexts versus neutral baselines. We evaluate 7 LLMs (6 producing analyzable code) across 8 CISA critical infrastructure sectors and 9 CWE categories with 5 replicates (5,355 evaluations), using a 5-dimension transformation with a matched-baseline condition that holds the task fixed w","authors_text":"Dhivya Chandramouleeswaran, Narayanaswami Natraj Bharadwaj","cross_cats":["cs.LG","cs.SE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-28T02:57:19Z","title":"SecDrift: Measuring Sector-Conditioned Security Drift in AI-Generated Code"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25225","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:af0d26e29c17935e6cdaa0fc3fd0b65cfaf6fd959f4eba631ba5f8cf45e8b40c","target":"record","created_at":"2026-07-29T00:25:09Z","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":"3267c471b14138674c893b8602a306be4fce6b7de5a74c66de0b51c1612b17b7","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-28T02:57:19Z","title_canon_sha256":"4b58bb1e0094b0ba7ab95b0281e8c4e719a1e8000eef79cf04310e41f487fd77"},"schema_version":"1.0","source":{"id":"2607.25225","kind":"arxiv","version":1}},"canonical_sha256":"7b6a3db69cc0c3a1c9b1b4a9951a21d6cbfe18b49c111108e4c18ff4f3dbb8d4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7b6a3db69cc0c3a1c9b1b4a9951a21d6cbfe18b49c111108e4c18ff4f3dbb8d4","first_computed_at":"2026-07-29T00:25:09.420920Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-29T00:25:09.420920Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6IraPXUVGyWTSCp/9SriP06xuQ7Cf8E/fUdd+PyiqwRUlfeliUHfRDffDAB1lHN32AAtFVc6nuaf4yyNaFsWBQ==","signature_status":"signed_v1","signed_at":"2026-07-29T00:25:09.421812Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.25225","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:af0d26e29c17935e6cdaa0fc3fd0b65cfaf6fd959f4eba631ba5f8cf45e8b40c","sha256:6a9d92aeea4c3b96ac7bfa389f8a951ba7b3f8e45ea9449690661f7a29a7ab64"],"state_sha256":"d8780ef48115d1dd820f0dd143c21a1fab26d865c71ee5d580b0ed1fb3a81c7b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AzhqB8Vy3q4FFobtXC4UAXoyxCKO0C27LL5ZcqPQCbNYwBO8XVN92KGdUwRv9jVhbtz9OXTIL+tjxDD0C0IjDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T21:24:37.936855Z","bundle_sha256":"df9fef3c86012e9c0b2aca4281a3d429680230b2c806caf4ef7d8a7f06713bfb"}}