{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:FWLO2XGLQF6X3WCI3NXLCNS5HN","short_pith_number":"pith:FWLO2XGL","canonical_record":{"source":{"id":"2507.17695","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-07-23T17:01:23Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"86b3e6c021e45e2147f24f8f5e464d7812ceb83eb499dc4d16f29d31567e34f6","abstract_canon_sha256":"e1ade8ff0ff99dbe373707bb3ee9558395279ad9ae6bd16792f6d7a12a5fcd77"},"schema_version":"1.0"},"canonical_sha256":"2d96ed5ccb817d7dd848db6eb1365d3b66e1b43bf0c4b7741f16eeb02a5ae232","source":{"kind":"arxiv","id":"2507.17695","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.17695","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"arxiv_version","alias_value":"2507.17695v2","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.17695","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_12","alias_value":"FWLO2XGLQF6X","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_16","alias_value":"FWLO2XGLQF6X3WCI","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_8","alias_value":"FWLO2XGL","created_at":"2026-07-05T12:03:50Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:FWLO2XGLQF6X3WCI3NXLCNS5HN","target":"record","payload":{"canonical_record":{"source":{"id":"2507.17695","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-07-23T17:01:23Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"86b3e6c021e45e2147f24f8f5e464d7812ceb83eb499dc4d16f29d31567e34f6","abstract_canon_sha256":"e1ade8ff0ff99dbe373707bb3ee9558395279ad9ae6bd16792f6d7a12a5fcd77"},"schema_version":"1.0"},"canonical_sha256":"2d96ed5ccb817d7dd848db6eb1365d3b66e1b43bf0c4b7741f16eeb02a5ae232","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T12:03:50.203033Z","signature_b64":"zFQyyJ0ns/MRbDucg2cbX8pm7GmEoMk7kySZjBZ1QgD+j+n4iKioLRCrLV9mhNYIUMxmRbfTQVPtmbpJwa0/DA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2d96ed5ccb817d7dd848db6eb1365d3b66e1b43bf0c4b7741f16eeb02a5ae232","last_reissued_at":"2026-07-05T12:03:50.202437Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T12:03:50.202437Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.17695","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":"2026-07-05T12:03:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rL3khBE/1M2Hb1EHnSeRKIBfVGf+T/U/wNsbWx8SDyQQfMSJg/8wsdOAvMxltl9KB3M0cI6Cn6RNbISLe0lDAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T07:29:58.228370Z"},"content_sha256":"0026f9b87fff0fb9530b46e3ae469c94c30daa6730c22f5dfa3417a36899a22b","schema_version":"1.0","event_id":"sha256:0026f9b87fff0fb9530b46e3ae469c94c30daa6730c22f5dfa3417a36899a22b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:FWLO2XGLQF6X3WCI3NXLCNS5HN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.NI"],"primary_cat":"cs.AI","authors_text":"Ilias Chatzistefanidis, Navid Nikaein","submitted_at":"2025-07-23T17:01:23Z","abstract_excerpt":"Large Language Model (LLM)-based autonomous agents are expected to play a vital role in the evolution of 6G networks, by empowering real-time decision-making related to management and service provisioning to end-users. This shift facilitates the transition from a specialized intelligence approach, where artificial intelligence (AI) algorithms handle isolated tasks, to artificial general intelligence (AGI)-driven networks, where agents possess broader reasoning capabilities and can manage diverse network functions. In this paper, we introduce a novel agentic paradigm that combines LLMs with rea"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.17695","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/2507.17695/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":"2026-07-05T12:03:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q56Cps+Rc/Ga/8Q/+TJPU9MwcSbzq2oNjiM/DV27Yh30RaEZaxcwJ6CtJXgXPWRQElFZCaifNtApRNFWtAB4Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T07:29:58.228885Z"},"content_sha256":"c633e52d65e31319c4a8f39ec99c24c95ae455c8d1d234408ebc9966b242640d","schema_version":"1.0","event_id":"sha256:c633e52d65e31319c4a8f39ec99c24c95ae455c8d1d234408ebc9966b242640d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/bundle.json","state_url":"https://pith.science/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/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":"2026-08-12T07:29:58Z","links":{"resolver":"https://pith.science/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN","bundle":"https://pith.science/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/bundle.json","state":"https://pith.science/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FWLO2XGLQF6X3WCI3NXLCNS5HN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FWLO2XGLQF6X3WCI3NXLCNS5HN","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":"e1ade8ff0ff99dbe373707bb3ee9558395279ad9ae6bd16792f6d7a12a5fcd77","cross_cats_sorted":["cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-07-23T17:01:23Z","title_canon_sha256":"86b3e6c021e45e2147f24f8f5e464d7812ceb83eb499dc4d16f29d31567e34f6"},"schema_version":"1.0","source":{"id":"2507.17695","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.17695","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"arxiv_version","alias_value":"2507.17695v2","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.17695","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_12","alias_value":"FWLO2XGLQF6X","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_16","alias_value":"FWLO2XGLQF6X3WCI","created_at":"2026-07-05T12:03:50Z"},{"alias_kind":"pith_short_8","alias_value":"FWLO2XGL","created_at":"2026-07-05T12:03:50Z"}],"graph_snapshots":[{"event_id":"sha256:c633e52d65e31319c4a8f39ec99c24c95ae455c8d1d234408ebc9966b242640d","target":"graph","created_at":"2026-07-05T12:03:50Z","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/2507.17695/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Model (LLM)-based autonomous agents are expected to play a vital role in the evolution of 6G networks, by empowering real-time decision-making related to management and service provisioning to end-users. This shift facilitates the transition from a specialized intelligence approach, where artificial intelligence (AI) algorithms handle isolated tasks, to artificial general intelligence (AGI)-driven networks, where agents possess broader reasoning capabilities and can manage diverse network functions. In this paper, we introduce a novel agentic paradigm that combines LLMs with rea","authors_text":"Ilias Chatzistefanidis, Navid Nikaein","cross_cats":["cs.NI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-07-23T17:01:23Z","title":"Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.17695","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":"sha256:0026f9b87fff0fb9530b46e3ae469c94c30daa6730c22f5dfa3417a36899a22b","target":"record","created_at":"2026-07-05T12:03:50Z","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":"e1ade8ff0ff99dbe373707bb3ee9558395279ad9ae6bd16792f6d7a12a5fcd77","cross_cats_sorted":["cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-07-23T17:01:23Z","title_canon_sha256":"86b3e6c021e45e2147f24f8f5e464d7812ceb83eb499dc4d16f29d31567e34f6"},"schema_version":"1.0","source":{"id":"2507.17695","kind":"arxiv","version":2}},"canonical_sha256":"2d96ed5ccb817d7dd848db6eb1365d3b66e1b43bf0c4b7741f16eeb02a5ae232","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2d96ed5ccb817d7dd848db6eb1365d3b66e1b43bf0c4b7741f16eeb02a5ae232","first_computed_at":"2026-07-05T12:03:50.202437Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:03:50.202437Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zFQyyJ0ns/MRbDucg2cbX8pm7GmEoMk7kySZjBZ1QgD+j+n4iKioLRCrLV9mhNYIUMxmRbfTQVPtmbpJwa0/DA==","signature_status":"signed_v1","signed_at":"2026-07-05T12:03:50.203033Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.17695","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0026f9b87fff0fb9530b46e3ae469c94c30daa6730c22f5dfa3417a36899a22b","sha256:c633e52d65e31319c4a8f39ec99c24c95ae455c8d1d234408ebc9966b242640d"],"state_sha256":"464c7ae4739b49bfc15687fcb55575c1018db9dbf6143840bb9431d175a5a51d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bzGhnZZ1svIUZU9KiCpMb3hk/fAxy6u7neCHoxsxPI+N3OamRyIqej07NGl2Xvn8xVRagGCklSmFTczVp17lAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T07:29:58.233669Z","bundle_sha256":"62dab0a131567978c4661cd50c9154d082903e396c61b6751e4f86b4008f7df9"}}