{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:BOAG7S3RR6SZ6A4L2R2MVBOVKI","short_pith_number":"pith:BOAG7S3R","canonical_record":{"source":{"id":"2607.25398","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-28T07:58:07Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"e563261819373ec232cc635fb635964405c0f359de57a2c00afc6783bf61d4f2","abstract_canon_sha256":"f6105e1c0e213415e6e9fe2b68f331687970409bee6c01c3072ee2e28e5892bd"},"schema_version":"1.0"},"canonical_sha256":"0b806fcb718fa59f038bd474ca85d5523d57bde2057c33f7fd70177f29b06290","source":{"kind":"arxiv","id":"2607.25398","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25398","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25398v1","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25398","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_12","alias_value":"BOAG7S3RR6SZ","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_16","alias_value":"BOAG7S3RR6SZ6A4L","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_8","alias_value":"BOAG7S3R","created_at":"2026-07-29T01:25:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:BOAG7S3RR6SZ6A4L2R2MVBOVKI","target":"record","payload":{"canonical_record":{"source":{"id":"2607.25398","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-28T07:58:07Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"e563261819373ec232cc635fb635964405c0f359de57a2c00afc6783bf61d4f2","abstract_canon_sha256":"f6105e1c0e213415e6e9fe2b68f331687970409bee6c01c3072ee2e28e5892bd"},"schema_version":"1.0"},"canonical_sha256":"0b806fcb718fa59f038bd474ca85d5523d57bde2057c33f7fd70177f29b06290","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-29T01:25:13.630054Z","signature_b64":"hvikQhX9thffa4mx0rmNtUJgrDEcxbtotNZblIH7UYO5djzriElugy76QPhnEp4VN0bqFxgnwZ9Kl3aGJ2sDCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0b806fcb718fa59f038bd474ca85d5523d57bde2057c33f7fd70177f29b06290","last_reissued_at":"2026-07-29T01:25:13.629200Z","signature_status":"signed_v1","first_computed_at":"2026-07-29T01:25:13.629200Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.25398","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":"2026-07-29T01:25:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kRp6MtjswE/f1Bn9QS5KkglM3cst/XjKkSa5X4eyZnxCLVLDP1UPffjeiFom2x2zsCcpssF1FFchdYhlnR6sAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T17:09:23.425596Z"},"content_sha256":"4fcea0b83d03058fb043eac735e65b2629e317baea4674754ba6e30fa05761c1","schema_version":"1.0","event_id":"sha256:4fcea0b83d03058fb043eac735e65b2629e317baea4674754ba6e30fa05761c1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:BOAG7S3RR6SZ6A4L2R2MVBOVKI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"HANDBOOK.md: A Benchmark for Long-Context Agentic Instruction Following","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.AI","authors_text":"Bradley Monton, Derek Ray, Edwin Chen, Liudas Panavas, Sebastian Minus, Suhaas Garre, Sushant Mehta","submitted_at":"2026-07-28T07:58:07Z","abstract_excerpt":"Language-model agents are increasingly deployed under standing instructions: a system prompt, a policy file, or a skills document is placed in context, and the agent is trusted to let it govern every action that follows. Existing benchmarks rarely test this deployment pattern directly; they measure whether an agent can complete a task, not whether a long, binding policy document actually constrains its behavior over an extended tool-use horizon. We present HANDBOOK.md, a benchmark of 65 agentic tasks modeled on how enterprise employees follow company handbooks. Each task places an agent in a s"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25398","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/2607.25398/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":"2026-07-29T01:25:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/RnnEKVOWifIK03KXS90Yjie+Me5zuKuFM0fmEfLg8dS5bIZxbnbLCPqL1be4Yj9jiT7vdpGsRsW7Na5dUo3Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T17:09:23.426139Z"},"content_sha256":"0eef2fa1528aa9db3d03fd0248788e55ea7f909a01ee9692302412d2ed0bb9f8","schema_version":"1.0","event_id":"sha256:0eef2fa1528aa9db3d03fd0248788e55ea7f909a01ee9692302412d2ed0bb9f8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/bundle.json","state_url":"https://pith.science/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/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":"2026-08-04T17:09:23Z","links":{"resolver":"https://pith.science/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI","bundle":"https://pith.science/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/bundle.json","state":"https://pith.science/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/BOAG7S3RR6SZ6A4L2R2MVBOVKI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:BOAG7S3RR6SZ6A4L2R2MVBOVKI","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":"f6105e1c0e213415e6e9fe2b68f331687970409bee6c01c3072ee2e28e5892bd","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-28T07:58:07Z","title_canon_sha256":"e563261819373ec232cc635fb635964405c0f359de57a2c00afc6783bf61d4f2"},"schema_version":"1.0","source":{"id":"2607.25398","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25398","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25398v1","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25398","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_12","alias_value":"BOAG7S3RR6SZ","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_16","alias_value":"BOAG7S3RR6SZ6A4L","created_at":"2026-07-29T01:25:13Z"},{"alias_kind":"pith_short_8","alias_value":"BOAG7S3R","created_at":"2026-07-29T01:25:13Z"}],"graph_snapshots":[{"event_id":"sha256:0eef2fa1528aa9db3d03fd0248788e55ea7f909a01ee9692302412d2ed0bb9f8","target":"graph","created_at":"2026-07-29T01:25:13Z","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/2607.25398/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Language-model agents are increasingly deployed under standing instructions: a system prompt, a policy file, or a skills document is placed in context, and the agent is trusted to let it govern every action that follows. Existing benchmarks rarely test this deployment pattern directly; they measure whether an agent can complete a task, not whether a long, binding policy document actually constrains its behavior over an extended tool-use horizon. We present HANDBOOK.md, a benchmark of 65 agentic tasks modeled on how enterprise employees follow company handbooks. Each task places an agent in a s","authors_text":"Bradley Monton, Derek Ray, Edwin Chen, Liudas Panavas, Sebastian Minus, Suhaas Garre, Sushant Mehta","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-28T07:58:07Z","title":"HANDBOOK.md: A Benchmark for Long-Context Agentic Instruction Following"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25398","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":"sha256:4fcea0b83d03058fb043eac735e65b2629e317baea4674754ba6e30fa05761c1","target":"record","created_at":"2026-07-29T01:25:13Z","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":"f6105e1c0e213415e6e9fe2b68f331687970409bee6c01c3072ee2e28e5892bd","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-28T07:58:07Z","title_canon_sha256":"e563261819373ec232cc635fb635964405c0f359de57a2c00afc6783bf61d4f2"},"schema_version":"1.0","source":{"id":"2607.25398","kind":"arxiv","version":1}},"canonical_sha256":"0b806fcb718fa59f038bd474ca85d5523d57bde2057c33f7fd70177f29b06290","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b806fcb718fa59f038bd474ca85d5523d57bde2057c33f7fd70177f29b06290","first_computed_at":"2026-07-29T01:25:13.629200Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-29T01:25:13.629200Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hvikQhX9thffa4mx0rmNtUJgrDEcxbtotNZblIH7UYO5djzriElugy76QPhnEp4VN0bqFxgnwZ9Kl3aGJ2sDCg==","signature_status":"signed_v1","signed_at":"2026-07-29T01:25:13.630054Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.25398","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4fcea0b83d03058fb043eac735e65b2629e317baea4674754ba6e30fa05761c1","sha256:0eef2fa1528aa9db3d03fd0248788e55ea7f909a01ee9692302412d2ed0bb9f8"],"state_sha256":"0584c193183bde8dc775d626ab28e52d61b62b9bb97a48b3988c0a74edff7eaf"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"75T5xRuUFAYXwnRS3nRapfeXT19JKrTYz75AC/PvZirUVZ2qafQbl6WdJPvVDtelxqGVv9YOzxn9ek7e5s2TDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T17:09:23.429675Z","bundle_sha256":"36c4743b89369f4ab6c53f71ec938e641a9e643d3814be55c4e1ae2acb9980bf"}}