{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:QICNTCA4XBZMSYWOKFE7DD3Q7D","short_pith_number":"pith:QICNTCA4","canonical_record":{"source":{"id":"2605.19627","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2026-05-19T10:06:02Z","cross_cats_sorted":[],"title_canon_sha256":"d8a5ed9f77a6e42e715949dd6bb975f5d2b3e2160d842a401b78b28772d9dea9","abstract_canon_sha256":"3b5e997a93bd54ab552fc401b7f9f827bd980a2dbcb5e6512d5d816a05bf55e2"},"schema_version":"1.0"},"canonical_sha256":"8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046","source":{"kind":"arxiv","id":"2605.19627","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.19627","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"arxiv_version","alias_value":"2605.19627v1","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.19627","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_12","alias_value":"QICNTCA4XBZM","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_16","alias_value":"QICNTCA4XBZMSYWO","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_8","alias_value":"QICNTCA4","created_at":"2026-05-20T01:05:54Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:QICNTCA4XBZMSYWOKFE7DD3Q7D","target":"record","payload":{"canonical_record":{"source":{"id":"2605.19627","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2026-05-19T10:06:02Z","cross_cats_sorted":[],"title_canon_sha256":"d8a5ed9f77a6e42e715949dd6bb975f5d2b3e2160d842a401b78b28772d9dea9","abstract_canon_sha256":"3b5e997a93bd54ab552fc401b7f9f827bd980a2dbcb5e6512d5d816a05bf55e2"},"schema_version":"1.0"},"canonical_sha256":"8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T01:05:54.835113Z","signature_b64":"p3XR0C6UsNnLzP4Zdos3q68EloMgCcmN6tpi0R5VTh8sh01qWT8HFpoO/FFbFHxIAp6O6xYQDdq3nB452dM2Cw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046","last_reissued_at":"2026-05-20T01:05:54.834642Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T01:05:54.834642Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.19627","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":"2026-05-20T01:05:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Kuo6Sp0LtXegHjpkgLlPicvkWFyn9SPv2y7lf81Um6cbjR0JNdxDLfMllwaUKr1T7lM2C0xYiivmK50aPU0ADA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-31T22:30:18.659934Z"},"content_sha256":"f0618c29e9924062e684c0ef3dcecffff48e71371d16110965804d9edc9e493e","schema_version":"1.0","event_id":"sha256:f0618c29e9924062e684c0ef3dcecffff48e71371d16110965804d9edc9e493e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:QICNTCA4XBZMSYWOKFE7DD3Q7D","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"How Helpful is LLM Assistance in Network Operations? A Case Study at a Large Demonstration Network","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Koshi Eguchi, Ryo Nakamura","submitted_at":"2026-05-19T10:06:02Z","abstract_excerpt":"This paper reports on a real-world case study in which over 100 network engineers assessed how a Large Language Model (LLM) can assist in building and operating a network. The versatility of LLMs has accelerated their adoption across a wide range of domains, and assisting network operations is one such promising application. LLMs are probabilistic models, unlike deterministic protocols and configurations; therefore, clarifying their capabilities -- how and to what extent LLMs can help in network operations -- is a crucial step toward adopting LLMs. To offer practical insights into this issue, "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.19627","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/2605.19627/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":"2026-05-20T01:05:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"awkCNgZvnzoMcXNQYe+eXLpq9nmLoW07LKKoewa0NdQJuOJ73zSFKMyF7fU3k5nU/ANgGWaoqRNYzvWHKxupDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-31T22:30:18.660690Z"},"content_sha256":"ad15ba4960b4be230f215001cb7a789e7889e88d034bc6ca8e9fe4f7828558bb","schema_version":"1.0","event_id":"sha256:ad15ba4960b4be230f215001cb7a789e7889e88d034bc6ca8e9fe4f7828558bb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/bundle.json","state_url":"https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/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":"2026-05-31T22:30:18Z","links":{"resolver":"https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D","bundle":"https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/bundle.json","state":"https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QICNTCA4XBZMSYWOKFE7DD3Q7D","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":"3b5e997a93bd54ab552fc401b7f9f827bd980a2dbcb5e6512d5d816a05bf55e2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2026-05-19T10:06:02Z","title_canon_sha256":"d8a5ed9f77a6e42e715949dd6bb975f5d2b3e2160d842a401b78b28772d9dea9"},"schema_version":"1.0","source":{"id":"2605.19627","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.19627","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"arxiv_version","alias_value":"2605.19627v1","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.19627","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_12","alias_value":"QICNTCA4XBZM","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_16","alias_value":"QICNTCA4XBZMSYWO","created_at":"2026-05-20T01:05:54Z"},{"alias_kind":"pith_short_8","alias_value":"QICNTCA4","created_at":"2026-05-20T01:05:54Z"}],"graph_snapshots":[{"event_id":"sha256:ad15ba4960b4be230f215001cb7a789e7889e88d034bc6ca8e9fe4f7828558bb","target":"graph","created_at":"2026-05-20T01:05:54Z","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/2605.19627/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper reports on a real-world case study in which over 100 network engineers assessed how a Large Language Model (LLM) can assist in building and operating a network. The versatility of LLMs has accelerated their adoption across a wide range of domains, and assisting network operations is one such promising application. LLMs are probabilistic models, unlike deterministic protocols and configurations; therefore, clarifying their capabilities -- how and to what extent LLMs can help in network operations -- is a crucial step toward adopting LLMs. To offer practical insights into this issue, ","authors_text":"Koshi Eguchi, Ryo Nakamura","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2026-05-19T10:06:02Z","title":"How Helpful is LLM Assistance in Network Operations? A Case Study at a Large Demonstration Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.19627","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:f0618c29e9924062e684c0ef3dcecffff48e71371d16110965804d9edc9e493e","target":"record","created_at":"2026-05-20T01:05:54Z","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":"3b5e997a93bd54ab552fc401b7f9f827bd980a2dbcb5e6512d5d816a05bf55e2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2026-05-19T10:06:02Z","title_canon_sha256":"d8a5ed9f77a6e42e715949dd6bb975f5d2b3e2160d842a401b78b28772d9dea9"},"schema_version":"1.0","source":{"id":"2605.19627","kind":"arxiv","version":1}},"canonical_sha256":"8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046","first_computed_at":"2026-05-20T01:05:54.834642Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T01:05:54.834642Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"p3XR0C6UsNnLzP4Zdos3q68EloMgCcmN6tpi0R5VTh8sh01qWT8HFpoO/FFbFHxIAp6O6xYQDdq3nB452dM2Cw==","signature_status":"signed_v1","signed_at":"2026-05-20T01:05:54.835113Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.19627","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f0618c29e9924062e684c0ef3dcecffff48e71371d16110965804d9edc9e493e","sha256:ad15ba4960b4be230f215001cb7a789e7889e88d034bc6ca8e9fe4f7828558bb"],"state_sha256":"92d9c0458b43a5a69cd9c92ef96cf8a294b8593d737f1cc504ddf056ef1696fc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4TSZMtBK8SQjrDaq4n3K3JScEeN0IQt2+cuL6Xpx3j3I3l+KMgGi/76xZlS4I6vyfjwILgzWYJQwDThZYdxIAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-31T22:30:18.665114Z","bundle_sha256":"588674cabe5bdb0ac5fa4f52c1dbc03f4f5316aff0c1bca01d20e8c324afd66c"}}