{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:762XJZ36FMB3TVYTOSOLOBR3X3","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":"19b91f2b5f150a4453e4660254f26300d11427689f334fedc88f22478d8579d6","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-09-12T05:15:35Z","title_canon_sha256":"3db1a4f5cda76c2a71b6751ed6cc35b6a0c92ea2d7bc1ccbf96ad7b50b4b3dd7"},"schema_version":"1.0","source":{"id":"2509.09970","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.09970","created_at":"2026-07-05T12:09:52Z"},{"alias_kind":"arxiv_version","alias_value":"2509.09970v1","created_at":"2026-07-05T12:09:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.09970","created_at":"2026-07-05T12:09:52Z"},{"alias_kind":"pith_short_12","alias_value":"762XJZ36FMB3","created_at":"2026-07-05T12:09:52Z"},{"alias_kind":"pith_short_16","alias_value":"762XJZ36FMB3TVYT","created_at":"2026-07-05T12:09:52Z"},{"alias_kind":"pith_short_8","alias_value":"762XJZ36","created_at":"2026-07-05T12:09:52Z"}],"graph_snapshots":[{"event_id":"sha256:98df8a32f189dcbe4b1e2c05ca4adb239747c52a31b1cfff3302368fdc5e67bb","target":"graph","created_at":"2026-07-05T12:09:52Z","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/2509.09970/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) show promise in generating firmware for embedded systems, but often introduce security flaws and fail to meet real-time performance constraints. This paper proposes a three-phase methodology that combines LLM-based firmware generation with automated security validation and iterative refinement in a virtualized environment. Using structured prompts, models like GPT-4 generate firmware for networking and control tasks, deployed on FreeRTOS via QEMU. These implementations are tested using fuzzing, static analysis, and runtime monitoring to detect vulnerabilities such ","authors_text":"Akramul Azim, Seyed Moein Abtahi","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-09-12T05:15:35Z","title":"Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.09970","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:e278d0517ef311e8003a7cb329ed62c09570efe1dc7533cc7281183356ca90e1","target":"record","created_at":"2026-07-05T12:09:52Z","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":"19b91f2b5f150a4453e4660254f26300d11427689f334fedc88f22478d8579d6","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-09-12T05:15:35Z","title_canon_sha256":"3db1a4f5cda76c2a71b6751ed6cc35b6a0c92ea2d7bc1ccbf96ad7b50b4b3dd7"},"schema_version":"1.0","source":{"id":"2509.09970","kind":"arxiv","version":1}},"canonical_sha256":"ffb574e77e2b03b9d713749cb7063bbefd78c95dca3d3e5de461b36624255775","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ffb574e77e2b03b9d713749cb7063bbefd78c95dca3d3e5de461b36624255775","first_computed_at":"2026-07-05T12:09:52.964679Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:09:52.964679Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HmqW3/yp0z7V9e4VM0SIylX3XPTQe5LYAOfzReFsmtzPdKTsQOLiUFiChUi1rTSkMk/qg6b+3oURfoVyLDbJCg==","signature_status":"signed_v1","signed_at":"2026-07-05T12:09:52.965177Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.09970","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e278d0517ef311e8003a7cb329ed62c09570efe1dc7533cc7281183356ca90e1","sha256:98df8a32f189dcbe4b1e2c05ca4adb239747c52a31b1cfff3302368fdc5e67bb"],"state_sha256":"932acbd93cda88714c9f0f220f6bd72940b8f48a414b6cbcd440bf9259e22d93"}