{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TNMU64JDJLEWLDBOOWWIRKZLWD","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":"45bdd678a70edb3cf09387ec2c8bbb3fa8ebdfdc4a66400c15d169f6e7ec5d93","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-07-10T08:42:19Z","title_canon_sha256":"2e977324509fe437e9bb6f75120b2c31a7c91c954fc09edef76677b4dc0d2bf7"},"schema_version":"1.0","source":{"id":"2507.07548","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.07548","created_at":"2026-07-05T11:35:00Z"},{"alias_kind":"arxiv_version","alias_value":"2507.07548v1","created_at":"2026-07-05T11:35:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.07548","created_at":"2026-07-05T11:35:00Z"},{"alias_kind":"pith_short_12","alias_value":"TNMU64JDJLEW","created_at":"2026-07-05T11:35:00Z"},{"alias_kind":"pith_short_16","alias_value":"TNMU64JDJLEWLDBO","created_at":"2026-07-05T11:35:00Z"},{"alias_kind":"pith_short_8","alias_value":"TNMU64JD","created_at":"2026-07-05T11:35:00Z"}],"graph_snapshots":[{"event_id":"sha256:612304d2e49061d9caf0a8310aa138ed56c896b3fa423518b2b41f8b4117e318","target":"graph","created_at":"2026-07-05T11:35:00Z","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/2507.07548/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With the advent of generative LLMs and their advanced code generation capabilities, some people already envision the end of traditional software engineering, as LLMs may be able to produce high-quality code based solely on the requirements a domain expert feeds into the system. The feasibility of this vision can be assessed by understanding how developers currently incorporate requirements when using LLMs for code generation-a topic that remains largely unexplored. We interviewed 18 practitioners from 14 companies to understand how they (re)use information from requirements and other design ar","authors_text":"Andreas Vogelsang, Jonathan Ullrich, Matthias Koch","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-07-10T08:42:19Z","title":"From Requirements to Code: Understanding Developer Practices in LLM-Assisted Software Engineering"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.07548","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":"sha256:326c2b56d1970fd710c1e7e2caf190651767965b0ddefb7e5d94575c059a651d","target":"record","created_at":"2026-07-05T11:35:00Z","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":"45bdd678a70edb3cf09387ec2c8bbb3fa8ebdfdc4a66400c15d169f6e7ec5d93","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-07-10T08:42:19Z","title_canon_sha256":"2e977324509fe437e9bb6f75120b2c31a7c91c954fc09edef76677b4dc0d2bf7"},"schema_version":"1.0","source":{"id":"2507.07548","kind":"arxiv","version":1}},"canonical_sha256":"9b594f71234ac9658c2e75ac88ab2bb0c98823d393fd36d1e8b53471592a2204","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9b594f71234ac9658c2e75ac88ab2bb0c98823d393fd36d1e8b53471592a2204","first_computed_at":"2026-07-05T11:35:00.404680Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:35:00.404680Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CJR7v8BxN+brsmw5/OIKeqdfyJqK7FGC4k5m8hio5rGsa1QNPopbSOOxagLdDumUXQY/DtJICcS61g4ZFQDqAg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:35:00.405223Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.07548","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:326c2b56d1970fd710c1e7e2caf190651767965b0ddefb7e5d94575c059a651d","sha256:612304d2e49061d9caf0a8310aa138ed56c896b3fa423518b2b41f8b4117e318"],"state_sha256":"f27746bd0d7dd492d2c1f7de1a7ce4085e95cc04d867ed96409fe4f4bd067f85"}