{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VUYSLXOBBR3PRV52H6DYMTA6B6","short_pith_number":"pith:VUYSLXOB","canonical_record":{"source":{"id":"2507.11545","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-07-09T03:27:20Z","cross_cats_sorted":["cs.ET","cs.NE"],"title_canon_sha256":"96085975a5ec77405144d5897ee3a61a9a05092d5f4a488d1ca287f994c7c314","abstract_canon_sha256":"f8a88a3c449c9e0977d7d574ebb456e8aa9509c97f09c29e13497545a5eff796"},"schema_version":"1.0"},"canonical_sha256":"ad3125ddc10c76f8d7ba3f87864c1e0fb0f58ba17dd398c4da87d7ba71a27bd6","source":{"kind":"arxiv","id":"2507.11545","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.11545","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"arxiv_version","alias_value":"2507.11545v1","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.11545","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_12","alias_value":"VUYSLXOBBR3P","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_16","alias_value":"VUYSLXOBBR3PRV52","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_8","alias_value":"VUYSLXOB","created_at":"2026-07-05T11:37:46Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VUYSLXOBBR3PRV52H6DYMTA6B6","target":"record","payload":{"canonical_record":{"source":{"id":"2507.11545","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-07-09T03:27:20Z","cross_cats_sorted":["cs.ET","cs.NE"],"title_canon_sha256":"96085975a5ec77405144d5897ee3a61a9a05092d5f4a488d1ca287f994c7c314","abstract_canon_sha256":"f8a88a3c449c9e0977d7d574ebb456e8aa9509c97f09c29e13497545a5eff796"},"schema_version":"1.0"},"canonical_sha256":"ad3125ddc10c76f8d7ba3f87864c1e0fb0f58ba17dd398c4da87d7ba71a27bd6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:37:46.267456Z","signature_b64":"mFN+HS+GvQfwWfd4VzI+637Nyc7872tJoSWXpR2+B20lkM/LaWcsNRHzyARJcKxgk0wm1CLEQ/Jsb5I75/VRCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ad3125ddc10c76f8d7ba3f87864c1e0fb0f58ba17dd398c4da87d7ba71a27bd6","last_reissued_at":"2026-07-05T11:37:46.266808Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:37:46.266808Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.11545","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":"2026-07-05T11:37:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IFq54FFwc3GkRIdQJq5cZ8twV8eM/44YzyiUVN56B8V/L0cXl1M2IPEyRCa3xLwVlditUnOvj0bDGTrtzixTAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T10:39:07.314384Z"},"content_sha256":"661b7f0220e00076fbbbe08ab5c4cce92c65988cc400f4a1583293627f1a21cc","schema_version":"1.0","event_id":"sha256:661b7f0220e00076fbbbe08ab5c4cce92c65988cc400f4a1583293627f1a21cc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VUYSLXOBBR3PRV52H6DYMTA6B6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The AI Shadow War: SaaS vs. Edge Computing Architectures","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.ET","cs.NE"],"primary_cat":"cs.DC","authors_text":"Kevin J McNamara, Preeti Gupta, Rhea Pritham Marpu","submitted_at":"2025-07-09T03:27:20Z","abstract_excerpt":"The very DNA of AI architecture presents conflicting paths: centralized cloud-based models (Software-as-a-Service) versus decentralized edge AI (local processing on consumer devices). This paper analyzes the competitive battleground across computational capability, energy efficiency, and data privacy. Recent breakthroughs show edge AI challenging cloud systems on performance, leveraging innovations like test-time training and mixture-of-experts architectures. Crucially, edge AI boasts a 10,000x efficiency advantage: modern ARM processors consume merely 100 microwatts forinference versus 1 watt"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.11545","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/2507.11545/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":"2026-07-05T11:37:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"orQMpkxkAYTDki22v0aBbZRCa5eOLfCHkWzXVfPolU90VW5P0Jo4yhlIqsjQcNf+kx1tLc+HvcEfUmTNlvXiAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T10:39:07.315038Z"},"content_sha256":"99661aea62234ace1fee00d1890dbd45531811e58fb2180f824ba7a06e0ad658","schema_version":"1.0","event_id":"sha256:99661aea62234ace1fee00d1890dbd45531811e58fb2180f824ba7a06e0ad658"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/bundle.json","state_url":"https://pith.science/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/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":"2026-08-13T10:39:07Z","links":{"resolver":"https://pith.science/pith/VUYSLXOBBR3PRV52H6DYMTA6B6","bundle":"https://pith.science/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/bundle.json","state":"https://pith.science/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VUYSLXOBBR3PRV52H6DYMTA6B6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VUYSLXOBBR3PRV52H6DYMTA6B6","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":"f8a88a3c449c9e0977d7d574ebb456e8aa9509c97f09c29e13497545a5eff796","cross_cats_sorted":["cs.ET","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-07-09T03:27:20Z","title_canon_sha256":"96085975a5ec77405144d5897ee3a61a9a05092d5f4a488d1ca287f994c7c314"},"schema_version":"1.0","source":{"id":"2507.11545","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.11545","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"arxiv_version","alias_value":"2507.11545v1","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.11545","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_12","alias_value":"VUYSLXOBBR3P","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_16","alias_value":"VUYSLXOBBR3PRV52","created_at":"2026-07-05T11:37:46Z"},{"alias_kind":"pith_short_8","alias_value":"VUYSLXOB","created_at":"2026-07-05T11:37:46Z"}],"graph_snapshots":[{"event_id":"sha256:99661aea62234ace1fee00d1890dbd45531811e58fb2180f824ba7a06e0ad658","target":"graph","created_at":"2026-07-05T11:37:46Z","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/2507.11545/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The very DNA of AI architecture presents conflicting paths: centralized cloud-based models (Software-as-a-Service) versus decentralized edge AI (local processing on consumer devices). This paper analyzes the competitive battleground across computational capability, energy efficiency, and data privacy. Recent breakthroughs show edge AI challenging cloud systems on performance, leveraging innovations like test-time training and mixture-of-experts architectures. Crucially, edge AI boasts a 10,000x efficiency advantage: modern ARM processors consume merely 100 microwatts forinference versus 1 watt","authors_text":"Kevin J McNamara, Preeti Gupta, Rhea Pritham Marpu","cross_cats":["cs.ET","cs.NE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-07-09T03:27:20Z","title":"The AI Shadow War: SaaS vs. Edge Computing Architectures"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.11545","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":"sha256:661b7f0220e00076fbbbe08ab5c4cce92c65988cc400f4a1583293627f1a21cc","target":"record","created_at":"2026-07-05T11:37:46Z","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":"f8a88a3c449c9e0977d7d574ebb456e8aa9509c97f09c29e13497545a5eff796","cross_cats_sorted":["cs.ET","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-07-09T03:27:20Z","title_canon_sha256":"96085975a5ec77405144d5897ee3a61a9a05092d5f4a488d1ca287f994c7c314"},"schema_version":"1.0","source":{"id":"2507.11545","kind":"arxiv","version":1}},"canonical_sha256":"ad3125ddc10c76f8d7ba3f87864c1e0fb0f58ba17dd398c4da87d7ba71a27bd6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ad3125ddc10c76f8d7ba3f87864c1e0fb0f58ba17dd398c4da87d7ba71a27bd6","first_computed_at":"2026-07-05T11:37:46.266808Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:37:46.266808Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mFN+HS+GvQfwWfd4VzI+637Nyc7872tJoSWXpR2+B20lkM/LaWcsNRHzyARJcKxgk0wm1CLEQ/Jsb5I75/VRCg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:37:46.267456Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.11545","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:661b7f0220e00076fbbbe08ab5c4cce92c65988cc400f4a1583293627f1a21cc","sha256:99661aea62234ace1fee00d1890dbd45531811e58fb2180f824ba7a06e0ad658"],"state_sha256":"7eb92c3a41b3f299b16ac99d3c1339444ed137dea73008beb2b918b2a8e9f903"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"b55Z3Ddx+hcFsi1aIfm9pW52gSnrXzV4EEg0WebZqzFiDc/q8N7nG1tX4Aeqs/IceX7TDQBSS2O6Ft+HlFYVDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T10:39:07.321738Z","bundle_sha256":"1d2667f5a7f40cfa19450584ee1e30a315fd7dfaec1858f4fb1b17236f086252"}}