{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:5JRBT32JPA3PTJQGJDTLHNXFJG","short_pith_number":"pith:5JRBT32J","canonical_record":{"source":{"id":"2501.09434","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-16T10:04:19Z","cross_cats_sorted":[],"title_canon_sha256":"9e4c38fa2eda95fc09dc809db73a4881b5899bf9bf31bd06a24e83992bad68ce","abstract_canon_sha256":"0d833335ef8214b1f0cdbd64d9317df4a05e3ae99ed9b631a1f1c00fc6e292e5"},"schema_version":"1.0"},"canonical_sha256":"ea6219ef497836f9a60648e6b3b6e5498b72c7b102deb5f7bf4095480f626b4a","source":{"kind":"arxiv","id":"2501.09434","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.09434","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"arxiv_version","alias_value":"2501.09434v2","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.09434","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_12","alias_value":"5JRBT32JPA3P","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_16","alias_value":"5JRBT32JPA3PTJQG","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_8","alias_value":"5JRBT32J","created_at":"2026-07-05T10:02:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:5JRBT32JPA3PTJQGJDTLHNXFJG","target":"record","payload":{"canonical_record":{"source":{"id":"2501.09434","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-16T10:04:19Z","cross_cats_sorted":[],"title_canon_sha256":"9e4c38fa2eda95fc09dc809db73a4881b5899bf9bf31bd06a24e83992bad68ce","abstract_canon_sha256":"0d833335ef8214b1f0cdbd64d9317df4a05e3ae99ed9b631a1f1c00fc6e292e5"},"schema_version":"1.0"},"canonical_sha256":"ea6219ef497836f9a60648e6b3b6e5498b72c7b102deb5f7bf4095480f626b4a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:02:10.377117Z","signature_b64":"Fn3AEoJM2iYdVs6dWSyK4rVwZ3FJtgM5GgZFoPCEekZ2HCyK55ZYPsbPK2v9HFgY1G/TLPchWaBWO3CDzZXqDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ea6219ef497836f9a60648e6b3b6e5498b72c7b102deb5f7bf4095480f626b4a","last_reissued_at":"2026-07-05T10:02:10.376669Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:02:10.376669Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.09434","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:02:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Qz6wEgCx8iORY26uPIo9R/Kt5el/IFKZi/tH6NCQmgmhyLJ0tCUw6Jr7KohFLE6+zzjTYr3vOhB5i+5aJB73DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T08:17:33.819321Z"},"content_sha256":"a98ed7de002d26d5e3f6b0ebf27b6aeec098922433c357dc45d5fb61260b0f7d","schema_version":"1.0","event_id":"sha256:a98ed7de002d26d5e3f6b0ebf27b6aeec098922433c357dc45d5fb61260b0f7d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:5JRBT32JPA3PTJQGJDTLHNXFJG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Agile System Development Lifecycle for AI Systems: Decision Architecture","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Asif Q. Gill","submitted_at":"2025-01-16T10:04:19Z","abstract_excerpt":"Agile system development life cycle (SDLC) focuses on typical functional and non-functional system requirements for developing traditional software systems. However, Artificial Intelligent (AI) systems are different in nature and have distinct attributes such as (1) autonomy, (2) adaptiveness, (3) content generation, (4) decision-making, (5) predictability and (6) recommendation. Agile SDLC needs to be enhanced to support the AI system development and ongoing post-deployment adaptation. The challenge is: how can agile SDLC be enhanced to support AI systems? The scope of this paper is limited t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.09434","kind":"arxiv","version":2},"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/2501.09434/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":"2026-07-05T10:02:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hqUX8PZ2KdzC851i6KJ89iO1MYM08Jqt92uhI3mEO3/iiWR+PFDzA9JAFNIAshenKvh2vaR1lrqMpbWwN1cUCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T08:17:33.819862Z"},"content_sha256":"d104bb05e7c7a4f2b81b238bd323414ac260b3b97598d74f1c8f56efa044c17e","schema_version":"1.0","event_id":"sha256:d104bb05e7c7a4f2b81b238bd323414ac260b3b97598d74f1c8f56efa044c17e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/bundle.json","state_url":"https://pith.science/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/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":"2026-08-11T08:17:33Z","links":{"resolver":"https://pith.science/pith/5JRBT32JPA3PTJQGJDTLHNXFJG","bundle":"https://pith.science/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/bundle.json","state":"https://pith.science/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5JRBT32JPA3PTJQGJDTLHNXFJG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:5JRBT32JPA3PTJQGJDTLHNXFJG","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":"0d833335ef8214b1f0cdbd64d9317df4a05e3ae99ed9b631a1f1c00fc6e292e5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-16T10:04:19Z","title_canon_sha256":"9e4c38fa2eda95fc09dc809db73a4881b5899bf9bf31bd06a24e83992bad68ce"},"schema_version":"1.0","source":{"id":"2501.09434","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.09434","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"arxiv_version","alias_value":"2501.09434v2","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.09434","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_12","alias_value":"5JRBT32JPA3P","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_16","alias_value":"5JRBT32JPA3PTJQG","created_at":"2026-07-05T10:02:10Z"},{"alias_kind":"pith_short_8","alias_value":"5JRBT32J","created_at":"2026-07-05T10:02:10Z"}],"graph_snapshots":[{"event_id":"sha256:d104bb05e7c7a4f2b81b238bd323414ac260b3b97598d74f1c8f56efa044c17e","target":"graph","created_at":"2026-07-05T10:02:10Z","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/2501.09434/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Agile system development life cycle (SDLC) focuses on typical functional and non-functional system requirements for developing traditional software systems. However, Artificial Intelligent (AI) systems are different in nature and have distinct attributes such as (1) autonomy, (2) adaptiveness, (3) content generation, (4) decision-making, (5) predictability and (6) recommendation. Agile SDLC needs to be enhanced to support the AI system development and ongoing post-deployment adaptation. The challenge is: how can agile SDLC be enhanced to support AI systems? The scope of this paper is limited t","authors_text":"Asif Q. Gill","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-16T10:04:19Z","title":"Agile System Development Lifecycle for AI Systems: Decision Architecture"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.09434","kind":"arxiv","version":2},"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:a98ed7de002d26d5e3f6b0ebf27b6aeec098922433c357dc45d5fb61260b0f7d","target":"record","created_at":"2026-07-05T10:02:10Z","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":"0d833335ef8214b1f0cdbd64d9317df4a05e3ae99ed9b631a1f1c00fc6e292e5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-16T10:04:19Z","title_canon_sha256":"9e4c38fa2eda95fc09dc809db73a4881b5899bf9bf31bd06a24e83992bad68ce"},"schema_version":"1.0","source":{"id":"2501.09434","kind":"arxiv","version":2}},"canonical_sha256":"ea6219ef497836f9a60648e6b3b6e5498b72c7b102deb5f7bf4095480f626b4a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ea6219ef497836f9a60648e6b3b6e5498b72c7b102deb5f7bf4095480f626b4a","first_computed_at":"2026-07-05T10:02:10.376669Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:02:10.376669Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Fn3AEoJM2iYdVs6dWSyK4rVwZ3FJtgM5GgZFoPCEekZ2HCyK55ZYPsbPK2v9HFgY1G/TLPchWaBWO3CDzZXqDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:02:10.377117Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.09434","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a98ed7de002d26d5e3f6b0ebf27b6aeec098922433c357dc45d5fb61260b0f7d","sha256:d104bb05e7c7a4f2b81b238bd323414ac260b3b97598d74f1c8f56efa044c17e"],"state_sha256":"8809bdd1fcaa65d588ddda8e8a07da2a6cb106f3ab838eebae418053a1de8a7a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wx5KE/EChUEKI8dD9sfl+4/KAXM6uN5ws44UmEpJGdRXNrqZscwOU+ZDb5QQxjwkY3GTyqJZZRZP7lr+ojWzBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T08:17:33.823211Z","bundle_sha256":"43e8b00c498b27930aceab07d809888c1d237bfd200b356ea68f003d10112dc4"}}