{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:MN35A37FO6XDE4MOLKEP4YJBN5","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":"0cb470186d20e1958019925cad0e0e9afced832e60b5dcc3d3a2bf70cc4cd5ab","cross_cats_sorted":["cs.AI","cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-08-06T18:03:27Z","title_canon_sha256":"8e007a160de3461313eaac924bef603aa6c381f4844ab39337e6b5752d72b3cf"},"schema_version":"1.0","source":{"id":"2608.06471","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.06471","created_at":"2026-08-10T01:10:47Z"},{"alias_kind":"arxiv_version","alias_value":"2608.06471v1","created_at":"2026-08-10T01:10:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.06471","created_at":"2026-08-10T01:10:47Z"},{"alias_kind":"pith_short_12","alias_value":"MN35A37FO6XD","created_at":"2026-08-10T01:10:47Z"},{"alias_kind":"pith_short_16","alias_value":"MN35A37FO6XDE4MO","created_at":"2026-08-10T01:10:47Z"},{"alias_kind":"pith_short_8","alias_value":"MN35A37F","created_at":"2026-08-10T01:10:47Z"}],"graph_snapshots":[{"event_id":"sha256:95e952c8427c336964531244696dcca7a52736c641eafab0ddeb5fd9f96712f3","target":"graph","created_at":"2026-08-10T01:10:47Z","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/2608.06471/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite recent advances, frontier large language model (LLM) agents remain limited in discovering and patching complex vulnerabilities in real-world software. Generally available agents can already aid attackers, who only need to find one exploitable weakness, while defenders must continuously identify and patch all vulnerabilities across fast-growing codebases. Stronger defensive agents would help close this gap, yet the scarcity of security training data with reproducible build and execution environments remains a bottleneck.\n  We present CyberForge, a framework that synthesizes executable, ","authors_text":"Amine Lbath, Aurelien Delaitre, Dinesh Manocha, Manan Suri, Massih-Reza Amini, Ram D. Sriram, Vadim Okun","cross_cats":["cs.AI","cs.SE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-08-06T18:03:27Z","title":"CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.06471","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":"sha256:32db2c64f0bd49e5104de30fe6fa071766d5a47be234a71ed0bef56d42552c80","target":"record","created_at":"2026-08-10T01:10:47Z","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":"0cb470186d20e1958019925cad0e0e9afced832e60b5dcc3d3a2bf70cc4cd5ab","cross_cats_sorted":["cs.AI","cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-08-06T18:03:27Z","title_canon_sha256":"8e007a160de3461313eaac924bef603aa6c381f4844ab39337e6b5752d72b3cf"},"schema_version":"1.0","source":{"id":"2608.06471","kind":"arxiv","version":1}},"canonical_sha256":"6377d06fe577ae32718e5a88fe61216f61eb5a2315b43694998b5a9f4b9692e9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6377d06fe577ae32718e5a88fe61216f61eb5a2315b43694998b5a9f4b9692e9","first_computed_at":"2026-08-10T01:10:47.321759Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-10T01:10:47.321759Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bchNahHrHLrDWzVMBIMxGHUGzi5yQD0INAiBu5av1sZ8y6+84DmpYSQ8WLim/hqAa1y6Jm+uu5uoCsVC+gpdCA==","signature_status":"signed_v1","signed_at":"2026-08-10T01:10:47.324143Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.06471","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:32db2c64f0bd49e5104de30fe6fa071766d5a47be234a71ed0bef56d42552c80","sha256:95e952c8427c336964531244696dcca7a52736c641eafab0ddeb5fd9f96712f3"],"state_sha256":"ab960cac462ed7fbda32aefe01fa1b7d5a4bd14a1262cb5a8b599c1fe3b688f2"}