{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:MZPGO5NQZLRNUBVQHW4KZ2EAUN","short_pith_number":"pith:MZPGO5NQ","canonical_record":{"source":{"id":"2502.15700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-06T08:14:23Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"126b76ce0d86e7c2c10ac684e4d614516e543248c5cdf017b5d54d12f14d412b","abstract_canon_sha256":"9bc9901d49af73c5fa2dca740cc0a9e523d24abfb11ce5c57b48293941092fe1"},"schema_version":"1.0"},"canonical_sha256":"665e6775b0cae2da06b03db8ace880a36f4c6bb10ff808048d06fa35ec21d4c2","source":{"kind":"arxiv","id":"2502.15700","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15700","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15700v1","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15700","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_12","alias_value":"MZPGO5NQZLRN","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_16","alias_value":"MZPGO5NQZLRNUBVQ","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_8","alias_value":"MZPGO5NQ","created_at":"2026-07-05T10:18:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:MZPGO5NQZLRNUBVQHW4KZ2EAUN","target":"record","payload":{"canonical_record":{"source":{"id":"2502.15700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-06T08:14:23Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"126b76ce0d86e7c2c10ac684e4d614516e543248c5cdf017b5d54d12f14d412b","abstract_canon_sha256":"9bc9901d49af73c5fa2dca740cc0a9e523d24abfb11ce5c57b48293941092fe1"},"schema_version":"1.0"},"canonical_sha256":"665e6775b0cae2da06b03db8ace880a36f4c6bb10ff808048d06fa35ec21d4c2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:18:14.934951Z","signature_b64":"JEbzCUKKY4UbKTy5qLsem2AXMJxgT0sM5p6URIgv3c70F2BZNBmTcisDp8iwt+essRp4vC1WdACgMtARihcJBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"665e6775b0cae2da06b03db8ace880a36f4c6bb10ff808048d06fa35ec21d4c2","last_reissued_at":"2026-07-05T10:18:14.934494Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:18:14.934494Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.15700","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":"2026-07-05T10:18:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aGUCNWe5b3uXCLCofEJGHi7hE6zuNuVaJ87EcCHRWEDF8eYC+8RRL9plb+PyybbJgZtBI5rTug6L+2TSgoOHBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T12:45:26.148775Z"},"content_sha256":"8dde50c7d5b1b0a559608bdc7c315c9d210a1f5d7585d43f64513aa8ff89cdd6","schema_version":"1.0","event_id":"sha256:8dde50c7d5b1b0a559608bdc7c315c9d210a1f5d7585d43f64513aa8ff89cdd6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:MZPGO5NQZLRNUBVQHW4KZ2EAUN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Sustainable Digitalization of Business with Multi-Agent RAG and LLM","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.IR","authors_text":"Christophe Cruz, ICB), Muhammad Arslan (Le2i, Saba Munawar (NUCES)","submitted_at":"2025-01-06T08:14:23Z","abstract_excerpt":"Businesses heavily rely on data sourced from various channels like news articles, financial reports, and consumer reviews to drive their operations, enabling informed decision-making and identifying opportunities. However, traditional manual methods for data extraction are often time-consuming and resource-intensive, prompting the adoption of digital transformation initiatives to enhance efficiency. Yet, concerns persist regarding the sustainability of such initiatives and their alignment with the United Nations (UN)'s Sustainable Development Goals (SDGs). This research aims to explore the int"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15700","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/2502.15700/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":"2026-07-05T10:18:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"135qiq0PZX26odZNGgLtumxGyM52kJKva+HOXUTiPb8LGndCEKxU6dTQKoKPgoXTyMFlqk1R9eNYaA/JOS0zBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T12:45:26.149280Z"},"content_sha256":"23dd33be933327b58dcf78e534f818aac0ebd60df5d87f1a82916f49d1717559","schema_version":"1.0","event_id":"sha256:23dd33be933327b58dcf78e534f818aac0ebd60df5d87f1a82916f49d1717559"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/bundle.json","state_url":"https://pith.science/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/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":"2026-08-15T12:45:26Z","links":{"resolver":"https://pith.science/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN","bundle":"https://pith.science/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/bundle.json","state":"https://pith.science/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/MZPGO5NQZLRNUBVQHW4KZ2EAUN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:MZPGO5NQZLRNUBVQHW4KZ2EAUN","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":"9bc9901d49af73c5fa2dca740cc0a9e523d24abfb11ce5c57b48293941092fe1","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-06T08:14:23Z","title_canon_sha256":"126b76ce0d86e7c2c10ac684e4d614516e543248c5cdf017b5d54d12f14d412b"},"schema_version":"1.0","source":{"id":"2502.15700","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15700","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15700v1","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15700","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_12","alias_value":"MZPGO5NQZLRN","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_16","alias_value":"MZPGO5NQZLRNUBVQ","created_at":"2026-07-05T10:18:14Z"},{"alias_kind":"pith_short_8","alias_value":"MZPGO5NQ","created_at":"2026-07-05T10:18:14Z"}],"graph_snapshots":[{"event_id":"sha256:23dd33be933327b58dcf78e534f818aac0ebd60df5d87f1a82916f49d1717559","target":"graph","created_at":"2026-07-05T10:18:14Z","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/2502.15700/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Businesses heavily rely on data sourced from various channels like news articles, financial reports, and consumer reviews to drive their operations, enabling informed decision-making and identifying opportunities. However, traditional manual methods for data extraction are often time-consuming and resource-intensive, prompting the adoption of digital transformation initiatives to enhance efficiency. Yet, concerns persist regarding the sustainability of such initiatives and their alignment with the United Nations (UN)'s Sustainable Development Goals (SDGs). This research aims to explore the int","authors_text":"Christophe Cruz, ICB), Muhammad Arslan (Le2i, Saba Munawar (NUCES)","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-06T08:14:23Z","title":"Sustainable Digitalization of Business with Multi-Agent RAG and LLM"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15700","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":"sha256:8dde50c7d5b1b0a559608bdc7c315c9d210a1f5d7585d43f64513aa8ff89cdd6","target":"record","created_at":"2026-07-05T10:18:14Z","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":"9bc9901d49af73c5fa2dca740cc0a9e523d24abfb11ce5c57b48293941092fe1","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-06T08:14:23Z","title_canon_sha256":"126b76ce0d86e7c2c10ac684e4d614516e543248c5cdf017b5d54d12f14d412b"},"schema_version":"1.0","source":{"id":"2502.15700","kind":"arxiv","version":1}},"canonical_sha256":"665e6775b0cae2da06b03db8ace880a36f4c6bb10ff808048d06fa35ec21d4c2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"665e6775b0cae2da06b03db8ace880a36f4c6bb10ff808048d06fa35ec21d4c2","first_computed_at":"2026-07-05T10:18:14.934494Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:18:14.934494Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JEbzCUKKY4UbKTy5qLsem2AXMJxgT0sM5p6URIgv3c70F2BZNBmTcisDp8iwt+essRp4vC1WdACgMtARihcJBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:18:14.934951Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.15700","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8dde50c7d5b1b0a559608bdc7c315c9d210a1f5d7585d43f64513aa8ff89cdd6","sha256:23dd33be933327b58dcf78e534f818aac0ebd60df5d87f1a82916f49d1717559"],"state_sha256":"1c86a8b57d0ac4407bf6352d0e347a7962fda09116fc14e4e138e526fb5d7d69"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BvGGWnSqk3TYIPcrffyfsg8/khEj5AUIjqtnLEi9aTjNPHzdXd7tFJHWEmssaDw9wbfRzWBjsX8ixmEMFLiODg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T12:45:26.153461Z","bundle_sha256":"0188dfcb5bdd0a6fdd49c1dc5ebea53461ca77b055b490cc2177bce55387d80a"}}