{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:MKXCA3D256TJB2LBBKT7FBCWMZ","short_pith_number":"pith:MKXCA3D2","canonical_record":{"source":{"id":"2607.08565","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-07-09T14:55:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ff680bd08096292d0d95a31f17e9ffafa6c1e037902b7e90ef06e27621ebfe59","abstract_canon_sha256":"9cbc3db9f3196aa5a63b2f02e2101eff9bbe0d7fc875ac6f8447fb3ce46f8ef2"},"schema_version":"1.0"},"canonical_sha256":"62ae206c7aefa690e9610aa7f28456666aea378fb4fe99111af9b274e2a86b9d","source":{"kind":"arxiv","id":"2607.08565","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.08565","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"arxiv_version","alias_value":"2607.08565v1","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.08565","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_12","alias_value":"MKXCA3D256TJ","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_16","alias_value":"MKXCA3D256TJB2LB","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_8","alias_value":"MKXCA3D2","created_at":"2026-07-10T01:19:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:MKXCA3D256TJB2LBBKT7FBCWMZ","target":"record","payload":{"canonical_record":{"source":{"id":"2607.08565","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-07-09T14:55:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ff680bd08096292d0d95a31f17e9ffafa6c1e037902b7e90ef06e27621ebfe59","abstract_canon_sha256":"9cbc3db9f3196aa5a63b2f02e2101eff9bbe0d7fc875ac6f8447fb3ce46f8ef2"},"schema_version":"1.0"},"canonical_sha256":"62ae206c7aefa690e9610aa7f28456666aea378fb4fe99111af9b274e2a86b9d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-10T01:19:53.789336Z","signature_b64":"oZKivGSBRqvotx7HVbOVXt1twvCClztnyqn/8rNHH/wy8zweRhbx327kIBZsS8PYvAzXs+6UmtsiYx2p7oI1BA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"62ae206c7aefa690e9610aa7f28456666aea378fb4fe99111af9b274e2a86b9d","last_reissued_at":"2026-07-10T01:19:53.788921Z","signature_status":"signed_v1","first_computed_at":"2026-07-10T01:19:53.788921Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.08565","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":"2026-07-10T01:19:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OqfEgJWmwH4qYaHzFSm0FQp9rkcbl+pNxXL6VS1wUrj+v4AIa1+RIU6r3Aj/WGKdecpDfz1Z1FT6VZiO8grpCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T04:11:10.236492Z"},"content_sha256":"520745cf37babf017e21b57fd9d0d053227c75bbaa9bb616339f590c30fd4d1a","schema_version":"1.0","event_id":"sha256:520745cf37babf017e21b57fd9d0d053227c75bbaa9bb616339f590c30fd4d1a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:MKXCA3D256TJB2LBBKT7FBCWMZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SMetric: Rethink LLM Scheduling for Serving Agents with Balanced Session-centric Scheduling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.DC","authors_text":"Chenguang Fang, Haibo Chen, Jiahao Wang, Jinbo Han, Kaixi Zhang, Kaizhan Lin, Rong chen, Sijie Shen, Wenyuan Yu, Xingda Wei","submitted_at":"2026-07-09T14:55:02Z","abstract_excerpt":"LLM scheduling is critical to serving, yet it remains unclear how well existing designs fit agentic serving--with LLM requests issued by agents instead of humans. This shifts the workload in two ways: (1) agents act only on complete responses, making the cluster's tokens per second (TPS) the primary goal and relaxing--not eliminating--per-token latency requirements; and (2) requests share much of their KV\\$-reuse exceeds 80% of request tokens in a production trace from BAILIAN, versus 54-62% in chat.\n  This paper first contributes a systematic study of request scheduling for agents on two real"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.08565","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/2607.08565/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":"2026-07-10T01:19:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ssKDxJUogFaESeIcR7l2+qP4OHP+sA3p/IDOJXaO6WO5kWCfQldEqlxFivjhpj2cspvGNhSIbbM02e/xMe2ZBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T04:11:10.236988Z"},"content_sha256":"606004885b39aaea13c90185d9b8fcc031a36a3502b81b7f170545ec95d36b05","schema_version":"1.0","event_id":"sha256:606004885b39aaea13c90185d9b8fcc031a36a3502b81b7f170545ec95d36b05"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/bundle.json","state_url":"https://pith.science/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/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":"2026-08-04T04:11:10Z","links":{"resolver":"https://pith.science/pith/MKXCA3D256TJB2LBBKT7FBCWMZ","bundle":"https://pith.science/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/bundle.json","state":"https://pith.science/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/MKXCA3D256TJB2LBBKT7FBCWMZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:MKXCA3D256TJB2LBBKT7FBCWMZ","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":"9cbc3db9f3196aa5a63b2f02e2101eff9bbe0d7fc875ac6f8447fb3ce46f8ef2","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-07-09T14:55:02Z","title_canon_sha256":"ff680bd08096292d0d95a31f17e9ffafa6c1e037902b7e90ef06e27621ebfe59"},"schema_version":"1.0","source":{"id":"2607.08565","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.08565","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"arxiv_version","alias_value":"2607.08565v1","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.08565","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_12","alias_value":"MKXCA3D256TJ","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_16","alias_value":"MKXCA3D256TJB2LB","created_at":"2026-07-10T01:19:53Z"},{"alias_kind":"pith_short_8","alias_value":"MKXCA3D2","created_at":"2026-07-10T01:19:53Z"}],"graph_snapshots":[{"event_id":"sha256:606004885b39aaea13c90185d9b8fcc031a36a3502b81b7f170545ec95d36b05","target":"graph","created_at":"2026-07-10T01:19:53Z","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/2607.08565/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLM scheduling is critical to serving, yet it remains unclear how well existing designs fit agentic serving--with LLM requests issued by agents instead of humans. This shifts the workload in two ways: (1) agents act only on complete responses, making the cluster's tokens per second (TPS) the primary goal and relaxing--not eliminating--per-token latency requirements; and (2) requests share much of their KV\\$-reuse exceeds 80% of request tokens in a production trace from BAILIAN, versus 54-62% in chat.\n  This paper first contributes a systematic study of request scheduling for agents on two real","authors_text":"Chenguang Fang, Haibo Chen, Jiahao Wang, Jinbo Han, Kaixi Zhang, Kaizhan Lin, Rong chen, Sijie Shen, Wenyuan Yu, Xingda Wei","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-07-09T14:55:02Z","title":"SMetric: Rethink LLM Scheduling for Serving Agents with Balanced Session-centric Scheduling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.08565","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":"sha256:520745cf37babf017e21b57fd9d0d053227c75bbaa9bb616339f590c30fd4d1a","target":"record","created_at":"2026-07-10T01:19:53Z","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":"9cbc3db9f3196aa5a63b2f02e2101eff9bbe0d7fc875ac6f8447fb3ce46f8ef2","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-07-09T14:55:02Z","title_canon_sha256":"ff680bd08096292d0d95a31f17e9ffafa6c1e037902b7e90ef06e27621ebfe59"},"schema_version":"1.0","source":{"id":"2607.08565","kind":"arxiv","version":1}},"canonical_sha256":"62ae206c7aefa690e9610aa7f28456666aea378fb4fe99111af9b274e2a86b9d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"62ae206c7aefa690e9610aa7f28456666aea378fb4fe99111af9b274e2a86b9d","first_computed_at":"2026-07-10T01:19:53.788921Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-10T01:19:53.788921Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oZKivGSBRqvotx7HVbOVXt1twvCClztnyqn/8rNHH/wy8zweRhbx327kIBZsS8PYvAzXs+6UmtsiYx2p7oI1BA==","signature_status":"signed_v1","signed_at":"2026-07-10T01:19:53.789336Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.08565","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:520745cf37babf017e21b57fd9d0d053227c75bbaa9bb616339f590c30fd4d1a","sha256:606004885b39aaea13c90185d9b8fcc031a36a3502b81b7f170545ec95d36b05"],"state_sha256":"6547fd6c9e2093bbf8cc6b55a8c233053b1e5f3b2f06470808395a8e283e9476"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MjR0BsY/dK7/mms+PNzc8XlHSK9INCGq9b8a2UHNO/gNFRnLt3vSNEc43MBlDrYZkpowp/GSzqs6nRyh35i0Dg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T04:11:10.240734Z","bundle_sha256":"b091faaa8dfc973e8cbfa7552fe8c7a0fd22d66a8663177ef33442c316dd626b"}}