{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:F3PW6KPHKELWA4NBB5QRU6JQ7W","short_pith_number":"pith:F3PW6KPH","canonical_record":{"source":{"id":"2506.16586","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-19T20:22:47Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"fe401b646c4f8064ea8d17b128f4c1402d74aae4f17a4c3d4b9c0b0df42d26e4","abstract_canon_sha256":"800358cc0687595da2dec05a9a566933261173da6b9805c3356a5df23c46f8dd"},"schema_version":"1.0"},"canonical_sha256":"2edf6f29e751176071a10f611a7930fdb70da74736c9a62bdf52723c895e7373","source":{"kind":"arxiv","id":"2506.16586","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.16586","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"arxiv_version","alias_value":"2506.16586v1","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.16586","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_12","alias_value":"F3PW6KPHKELW","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_16","alias_value":"F3PW6KPHKELWA4NB","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_8","alias_value":"F3PW6KPH","created_at":"2026-07-05T11:24:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:F3PW6KPHKELWA4NBB5QRU6JQ7W","target":"record","payload":{"canonical_record":{"source":{"id":"2506.16586","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-19T20:22:47Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"fe401b646c4f8064ea8d17b128f4c1402d74aae4f17a4c3d4b9c0b0df42d26e4","abstract_canon_sha256":"800358cc0687595da2dec05a9a566933261173da6b9805c3356a5df23c46f8dd"},"schema_version":"1.0"},"canonical_sha256":"2edf6f29e751176071a10f611a7930fdb70da74736c9a62bdf52723c895e7373","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:24:39.096904Z","signature_b64":"OyMp5RGxI0IqszP1N7tmvishJFbv+jPMIF+UySuDtwlBy0o+mlb4Lywl7rIvNHaWlmPnSYxFaKtkK+g+18MoAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2edf6f29e751176071a10f611a7930fdb70da74736c9a62bdf52723c895e7373","last_reissued_at":"2026-07-05T11:24:39.096216Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:24:39.096216Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.16586","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":"2026-07-05T11:24:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SBsEvRFihSECbPHAA7/RFixVGxDI+NVpFoSkcvV6llN0ywZ3pUkOVtVgX084hiWYvsIr6K7ffMdhuzDVRoGGDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T18:22:46.219414Z"},"content_sha256":"05f4f518568a8592a3300c4a30b9283c3e82be09cce66847f2e72ec43d484ed7","schema_version":"1.0","event_id":"sha256:05f4f518568a8592a3300c4a30b9283c3e82be09cce66847f2e72ec43d484ed7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:F3PW6KPHKELWA4NBB5QRU6JQ7W","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Ihor Pysmennyi, Kyrylo Kleshch, Roman Kyslyi","submitted_at":"2025-06-19T20:22:47Z","abstract_excerpt":"Traditional quality assurance (QA) methods face significant challenges in addressing the complexity, scale, and rapid iteration cycles of modern software systems and are strained by limited resources available, leading to substantial costs associated with poor quality. The object of this research is the Quality Assurance processes for modern distributed software applications. The subject of the research is the assessment of the benefits, challenges, and prospects of integrating modern AI-oriented tools into quality assurance processes. We performed comprehensive analysis of implications on bot"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.16586","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/2506.16586/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":"2026-07-05T11:24:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ulqqodQT65uqbbhtJzICK2cL9safCZFmhWqeZ5xYokalbJ6UQ79oYvcVjs+FbV+4Bg7MysUgmilzma/ylb0UCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T18:22:46.220170Z"},"content_sha256":"deb88583970bcbd5eaea2e8ee02ef4097093e01d841882c0d697931f58bb69c2","schema_version":"1.0","event_id":"sha256:deb88583970bcbd5eaea2e8ee02ef4097093e01d841882c0d697931f58bb69c2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/bundle.json","state_url":"https://pith.science/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/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":"2026-08-12T18:22:46Z","links":{"resolver":"https://pith.science/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W","bundle":"https://pith.science/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/bundle.json","state":"https://pith.science/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/state.json","well_known_bundle":"https://pith.science/.well-known/pith/F3PW6KPHKELWA4NBB5QRU6JQ7W/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:F3PW6KPHKELWA4NBB5QRU6JQ7W","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":"800358cc0687595da2dec05a9a566933261173da6b9805c3356a5df23c46f8dd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-19T20:22:47Z","title_canon_sha256":"fe401b646c4f8064ea8d17b128f4c1402d74aae4f17a4c3d4b9c0b0df42d26e4"},"schema_version":"1.0","source":{"id":"2506.16586","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.16586","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"arxiv_version","alias_value":"2506.16586v1","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.16586","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_12","alias_value":"F3PW6KPHKELW","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_16","alias_value":"F3PW6KPHKELWA4NB","created_at":"2026-07-05T11:24:39Z"},{"alias_kind":"pith_short_8","alias_value":"F3PW6KPH","created_at":"2026-07-05T11:24:39Z"}],"graph_snapshots":[{"event_id":"sha256:deb88583970bcbd5eaea2e8ee02ef4097093e01d841882c0d697931f58bb69c2","target":"graph","created_at":"2026-07-05T11:24:39Z","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/2506.16586/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional quality assurance (QA) methods face significant challenges in addressing the complexity, scale, and rapid iteration cycles of modern software systems and are strained by limited resources available, leading to substantial costs associated with poor quality. The object of this research is the Quality Assurance processes for modern distributed software applications. The subject of the research is the assessment of the benefits, challenges, and prospects of integrating modern AI-oriented tools into quality assurance processes. We performed comprehensive analysis of implications on bot","authors_text":"Ihor Pysmennyi, Kyrylo Kleshch, Roman Kyslyi","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.16586","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":"sha256:05f4f518568a8592a3300c4a30b9283c3e82be09cce66847f2e72ec43d484ed7","target":"record","created_at":"2026-07-05T11:24:39Z","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":"800358cc0687595da2dec05a9a566933261173da6b9805c3356a5df23c46f8dd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-19T20:22:47Z","title_canon_sha256":"fe401b646c4f8064ea8d17b128f4c1402d74aae4f17a4c3d4b9c0b0df42d26e4"},"schema_version":"1.0","source":{"id":"2506.16586","kind":"arxiv","version":1}},"canonical_sha256":"2edf6f29e751176071a10f611a7930fdb70da74736c9a62bdf52723c895e7373","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2edf6f29e751176071a10f611a7930fdb70da74736c9a62bdf52723c895e7373","first_computed_at":"2026-07-05T11:24:39.096216Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:24:39.096216Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OyMp5RGxI0IqszP1N7tmvishJFbv+jPMIF+UySuDtwlBy0o+mlb4Lywl7rIvNHaWlmPnSYxFaKtkK+g+18MoAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:24:39.096904Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.16586","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:05f4f518568a8592a3300c4a30b9283c3e82be09cce66847f2e72ec43d484ed7","sha256:deb88583970bcbd5eaea2e8ee02ef4097093e01d841882c0d697931f58bb69c2"],"state_sha256":"9309f8752e70644924e8bda5306ecd71b1716b9e90f43b1dbe35a3a6c0b66cd9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4eTzRciYSP3nFif82vLv1fZmSmOfbgEWAEbzUIzdzc4OAC9MjurLp6LVx6wqAR8uxfMkEXmfJpir5a2/0JfpDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T18:22:46.224712Z","bundle_sha256":"5d40ec0b99959d0e108dbe2f5e32990cbb688daf890e48594d7785d660d4bb49"}}