{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:5REKNPDQUC6YXGKMBQCTSYFMXM","short_pith_number":"pith:5REKNPDQ","canonical_record":{"source":{"id":"2501.09709","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2025-01-16T18:00:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7774fec1fe852ccf8f5a89e2c7e11a5e882a42aa78cf83dab4b9d59a2a3b744b","abstract_canon_sha256":"799cfd662f500d6f0f8f645723b8b9be4535985dec08b76dec338d166fbda3b9"},"schema_version":"1.0"},"canonical_sha256":"ec48a6bc70a0bd8b994c0c053960acbb30fbf615601759e348923c5b0405cfde","source":{"kind":"arxiv","id":"2501.09709","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.09709","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"arxiv_version","alias_value":"2501.09709v1","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.09709","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_12","alias_value":"5REKNPDQUC6Y","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_16","alias_value":"5REKNPDQUC6YXGKM","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_8","alias_value":"5REKNPDQ","created_at":"2026-07-05T10:01:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:5REKNPDQUC6YXGKMBQCTSYFMXM","target":"record","payload":{"canonical_record":{"source":{"id":"2501.09709","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2025-01-16T18:00:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7774fec1fe852ccf8f5a89e2c7e11a5e882a42aa78cf83dab4b9d59a2a3b744b","abstract_canon_sha256":"799cfd662f500d6f0f8f645723b8b9be4535985dec08b76dec338d166fbda3b9"},"schema_version":"1.0"},"canonical_sha256":"ec48a6bc70a0bd8b994c0c053960acbb30fbf615601759e348923c5b0405cfde","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:01:56.987536Z","signature_b64":"o55a1pnv3lzG3XC3SHCdHbbUJ/tD/+g4O5Je3WQP/rGnlLI7qjYsxJlXfaqkOp1iDTdw9LRgwQ6BCcpuRTycAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ec48a6bc70a0bd8b994c0c053960acbb30fbf615601759e348923c5b0405cfde","last_reissued_at":"2026-07-05T10:01:56.987096Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:01:56.987096Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.09709","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":"2026-07-05T10:01:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dbDWsyDw1A16nBuXyXZh8Y3D347rNmCNE8eUxL49Wkh4eGGOGniNx73c5+jpjfnjLqw6PVfi9A7IdzEbZ2ToCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T17:24:28.516941Z"},"content_sha256":"19ae0d5c1fdcae18d44a2371f4bc2ce8d292366b3e78b855eae0dcff7b907eb4","schema_version":"1.0","event_id":"sha256:19ae0d5c1fdcae18d44a2371f4bc2ce8d292366b3e78b855eae0dcff7b907eb4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:5REKNPDQUC6YXGKMBQCTSYFMXM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CY","authors_text":"Nianjun Zhou, Tianyu Wang, Zhixiong Chen","submitted_at":"2025-01-16T18:00:06Z","abstract_excerpt":"Many non-traditional students in cybersecurity programs often lack access to advice from peers, family members and professors, which can hinder their educational experiences. Additionally, these students may not fully benefit from various LLM-powered AI assistants due to issues like content relevance, locality of advice, minimum expertise, and timing. This paper addresses these challenges by introducing an application designed to provide comprehensive support by answering questions related to knowledge, skills, and career preparation advice tailored to the needs of these students. We developed"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.09709","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/2501.09709/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":"2026-07-05T10:01:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ywh1RxaR+/t9sUDahW3OM4knUDmJ+obqkXpEmKkWw16j0S1fEh1khxHtNmKzOyrrP1Aj8vpsp8KPQv1HpA0pCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T17:24:28.517473Z"},"content_sha256":"90f54b99fdd63fc0e8ff8999498164d719d9a1671961916e3ae2245e52358b4a","schema_version":"1.0","event_id":"sha256:90f54b99fdd63fc0e8ff8999498164d719d9a1671961916e3ae2245e52358b4a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/bundle.json","state_url":"https://pith.science/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/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":"2026-08-11T17:24:28Z","links":{"resolver":"https://pith.science/pith/5REKNPDQUC6YXGKMBQCTSYFMXM","bundle":"https://pith.science/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/bundle.json","state":"https://pith.science/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5REKNPDQUC6YXGKMBQCTSYFMXM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:5REKNPDQUC6YXGKMBQCTSYFMXM","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":"799cfd662f500d6f0f8f645723b8b9be4535985dec08b76dec338d166fbda3b9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2025-01-16T18:00:06Z","title_canon_sha256":"7774fec1fe852ccf8f5a89e2c7e11a5e882a42aa78cf83dab4b9d59a2a3b744b"},"schema_version":"1.0","source":{"id":"2501.09709","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.09709","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"arxiv_version","alias_value":"2501.09709v1","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.09709","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_12","alias_value":"5REKNPDQUC6Y","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_16","alias_value":"5REKNPDQUC6YXGKM","created_at":"2026-07-05T10:01:56Z"},{"alias_kind":"pith_short_8","alias_value":"5REKNPDQ","created_at":"2026-07-05T10:01:56Z"}],"graph_snapshots":[{"event_id":"sha256:90f54b99fdd63fc0e8ff8999498164d719d9a1671961916e3ae2245e52358b4a","target":"graph","created_at":"2026-07-05T10:01:56Z","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/2501.09709/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Many non-traditional students in cybersecurity programs often lack access to advice from peers, family members and professors, which can hinder their educational experiences. Additionally, these students may not fully benefit from various LLM-powered AI assistants due to issues like content relevance, locality of advice, minimum expertise, and timing. This paper addresses these challenges by introducing an application designed to provide comprehensive support by answering questions related to knowledge, skills, and career preparation advice tailored to the needs of these students. We developed","authors_text":"Nianjun Zhou, Tianyu Wang, Zhixiong Chen","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.09709","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":"sha256:19ae0d5c1fdcae18d44a2371f4bc2ce8d292366b3e78b855eae0dcff7b907eb4","target":"record","created_at":"2026-07-05T10:01:56Z","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":"799cfd662f500d6f0f8f645723b8b9be4535985dec08b76dec338d166fbda3b9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2025-01-16T18:00:06Z","title_canon_sha256":"7774fec1fe852ccf8f5a89e2c7e11a5e882a42aa78cf83dab4b9d59a2a3b744b"},"schema_version":"1.0","source":{"id":"2501.09709","kind":"arxiv","version":1}},"canonical_sha256":"ec48a6bc70a0bd8b994c0c053960acbb30fbf615601759e348923c5b0405cfde","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ec48a6bc70a0bd8b994c0c053960acbb30fbf615601759e348923c5b0405cfde","first_computed_at":"2026-07-05T10:01:56.987096Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:01:56.987096Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o55a1pnv3lzG3XC3SHCdHbbUJ/tD/+g4O5Je3WQP/rGnlLI7qjYsxJlXfaqkOp1iDTdw9LRgwQ6BCcpuRTycAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:01:56.987536Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.09709","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:19ae0d5c1fdcae18d44a2371f4bc2ce8d292366b3e78b855eae0dcff7b907eb4","sha256:90f54b99fdd63fc0e8ff8999498164d719d9a1671961916e3ae2245e52358b4a"],"state_sha256":"394003694de63a374cd9327a7598bd8b2f7abf43daaa8df6e4832d950b4cab73"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uZUETHY931dIz/1+nUTgOGRv9ftt0BTVHNIGYe6tFGYIf0twH/MYpOMoIJJR6B6bDxUvflhFeYjA0w3KqgkqCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T17:24:28.523279Z","bundle_sha256":"b4aa68a5a01d5aa73567128a47190e4efe6cc74ab94a53abf0485ef78f2b424b"}}