{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:ZGHCAF5H3IHBFWBQJTGKXVI7RO","short_pith_number":"pith:ZGHCAF5H","canonical_record":{"source":{"id":"2411.17981","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-27T01:30:44Z","cross_cats_sorted":[],"title_canon_sha256":"782cdb6308c7286e2573fb6c17598ce8fcc921288d001f416518182861dcd75c","abstract_canon_sha256":"6fcfdb66162714f55ab60f0a4b9fbea6ddc208bd29b8074d583d605c0d31b908"},"schema_version":"1.0"},"canonical_sha256":"c98e2017a7da0e12d8304cccabd51f8ba2982f9defecd9f87b97be289e321bc1","source":{"kind":"arxiv","id":"2411.17981","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17981","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17981v1","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17981","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_12","alias_value":"ZGHCAF5H3IHB","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_16","alias_value":"ZGHCAF5H3IHBFWBQ","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_8","alias_value":"ZGHCAF5H","created_at":"2026-07-05T09:41:09Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:ZGHCAF5H3IHBFWBQJTGKXVI7RO","target":"record","payload":{"canonical_record":{"source":{"id":"2411.17981","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-27T01:30:44Z","cross_cats_sorted":[],"title_canon_sha256":"782cdb6308c7286e2573fb6c17598ce8fcc921288d001f416518182861dcd75c","abstract_canon_sha256":"6fcfdb66162714f55ab60f0a4b9fbea6ddc208bd29b8074d583d605c0d31b908"},"schema_version":"1.0"},"canonical_sha256":"c98e2017a7da0e12d8304cccabd51f8ba2982f9defecd9f87b97be289e321bc1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:41:09.775762Z","signature_b64":"p+v7sw5meVWfS6ZHzHMlcrTiy25ZDPdQOLWbJ2TlJAmy/wZtGSsbq9d7HyMF/VyXKGGVec1Oyu1N/WDctCr9AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c98e2017a7da0e12d8304cccabd51f8ba2982f9defecd9f87b97be289e321bc1","last_reissued_at":"2026-07-05T09:41:09.775335Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:41:09.775335Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.17981","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":"2026-07-05T09:41:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xfroct+bMFm7nfkHoJ960bcOCdb/LTq+4K7+AEYFHcAexFYlv2Lr5k2MU03hG8DunV6qQ84LLunhFiJDdTCqBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T03:06:08.773820Z"},"content_sha256":"50f8f9f877926782737866a0541d479413cfdbe6bee78956fc151efe195b5e88","schema_version":"1.0","event_id":"sha256:50f8f9f877926782737866a0541d479413cfdbe6bee78956fc151efe195b5e88"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:ZGHCAF5H3IHBFWBQJTGKXVI7RO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Engineering Trustworthy Software: A Mission for LLMs","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Marco Vieira","submitted_at":"2024-11-27T01:30:44Z","abstract_excerpt":"LLMs are transforming software engineering by accelerating development, reducing complexity, and cutting costs. When fully integrated into the software lifecycle they will drive design, development and deployment while facilitating early bug detection, continuous improvement, and rapid resolution of critical issues. However, trustworthy LLM-driven software engineering requires addressing multiple challenges such as accuracy, scalability, bias, and explainability."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17981","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/2411.17981/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":"2026-07-05T09:41:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3DFvcVLFXtLtkgQXEhgSqzQ1sE/OlqpknU75Wz88fR8Z43/CHGviCGWFU6gpyhI6Qy46ILKuE5IaxgMy21zMBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T03:06:08.774330Z"},"content_sha256":"6dd33d1b5ac72ef4867c8cf228b413be75b68db2d731b4cfca30e90cd298d2ee","schema_version":"1.0","event_id":"sha256:6dd33d1b5ac72ef4867c8cf228b413be75b68db2d731b4cfca30e90cd298d2ee"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/bundle.json","state_url":"https://pith.science/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/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":"2026-08-13T03:06:08Z","links":{"resolver":"https://pith.science/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO","bundle":"https://pith.science/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/bundle.json","state":"https://pith.science/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZGHCAF5H3IHBFWBQJTGKXVI7RO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZGHCAF5H3IHBFWBQJTGKXVI7RO","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":"6fcfdb66162714f55ab60f0a4b9fbea6ddc208bd29b8074d583d605c0d31b908","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-27T01:30:44Z","title_canon_sha256":"782cdb6308c7286e2573fb6c17598ce8fcc921288d001f416518182861dcd75c"},"schema_version":"1.0","source":{"id":"2411.17981","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17981","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17981v1","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17981","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_12","alias_value":"ZGHCAF5H3IHB","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_16","alias_value":"ZGHCAF5H3IHBFWBQ","created_at":"2026-07-05T09:41:09Z"},{"alias_kind":"pith_short_8","alias_value":"ZGHCAF5H","created_at":"2026-07-05T09:41:09Z"}],"graph_snapshots":[{"event_id":"sha256:6dd33d1b5ac72ef4867c8cf228b413be75b68db2d731b4cfca30e90cd298d2ee","target":"graph","created_at":"2026-07-05T09:41:09Z","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/2411.17981/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLMs are transforming software engineering by accelerating development, reducing complexity, and cutting costs. When fully integrated into the software lifecycle they will drive design, development and deployment while facilitating early bug detection, continuous improvement, and rapid resolution of critical issues. However, trustworthy LLM-driven software engineering requires addressing multiple challenges such as accuracy, scalability, bias, and explainability.","authors_text":"Marco Vieira","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-27T01:30:44Z","title":"Engineering Trustworthy Software: A Mission for LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17981","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":"sha256:50f8f9f877926782737866a0541d479413cfdbe6bee78956fc151efe195b5e88","target":"record","created_at":"2026-07-05T09:41:09Z","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":"6fcfdb66162714f55ab60f0a4b9fbea6ddc208bd29b8074d583d605c0d31b908","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-27T01:30:44Z","title_canon_sha256":"782cdb6308c7286e2573fb6c17598ce8fcc921288d001f416518182861dcd75c"},"schema_version":"1.0","source":{"id":"2411.17981","kind":"arxiv","version":1}},"canonical_sha256":"c98e2017a7da0e12d8304cccabd51f8ba2982f9defecd9f87b97be289e321bc1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c98e2017a7da0e12d8304cccabd51f8ba2982f9defecd9f87b97be289e321bc1","first_computed_at":"2026-07-05T09:41:09.775335Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:41:09.775335Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"p+v7sw5meVWfS6ZHzHMlcrTiy25ZDPdQOLWbJ2TlJAmy/wZtGSsbq9d7HyMF/VyXKGGVec1Oyu1N/WDctCr9AA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:41:09.775762Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.17981","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:50f8f9f877926782737866a0541d479413cfdbe6bee78956fc151efe195b5e88","sha256:6dd33d1b5ac72ef4867c8cf228b413be75b68db2d731b4cfca30e90cd298d2ee"],"state_sha256":"81da0a0197b3ac18298b7420f4f9d501229d71a36a5fa24a4c8525825d8ff978"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"riYxgs+xzP4OTLxYK+xZYJMTdr5ALe504cco0GkwTdPwMM6M7aBnHem+TG8bGckaU2J/2WT5/iQQl7j5QFFJBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T03:06:08.779909Z","bundle_sha256":"4d38c978eab929f26a105373684efa012ba31901c717625f53d20a8084b868ec"}}