{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:6OOUMHKCEDNQ2LZZBSXCQLTRAR","short_pith_number":"pith:6OOUMHKC","canonical_record":{"source":{"id":"2508.04719","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-08-05T02:14:58Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"83ef1777938c51a143fc18ed9844d3295c695992be351f5cb86a54eeb75a2e9a","abstract_canon_sha256":"6fb6c4f7975b591cbb1d3c5af0579a545e729c18ea1ef91227b64170e09cf085"},"schema_version":"1.0"},"canonical_sha256":"f39d461d4220db0d2f390cae282e71047459e9893cfd173361ceb9a6a847fc9a","source":{"kind":"arxiv","id":"2508.04719","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.04719","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"arxiv_version","alias_value":"2508.04719v1","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.04719","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_12","alias_value":"6OOUMHKCEDNQ","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_16","alias_value":"6OOUMHKCEDNQ2LZZ","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_8","alias_value":"6OOUMHKC","created_at":"2026-07-05T11:50:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:6OOUMHKCEDNQ2LZZBSXCQLTRAR","target":"record","payload":{"canonical_record":{"source":{"id":"2508.04719","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-08-05T02:14:58Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"83ef1777938c51a143fc18ed9844d3295c695992be351f5cb86a54eeb75a2e9a","abstract_canon_sha256":"6fb6c4f7975b591cbb1d3c5af0579a545e729c18ea1ef91227b64170e09cf085"},"schema_version":"1.0"},"canonical_sha256":"f39d461d4220db0d2f390cae282e71047459e9893cfd173361ceb9a6a847fc9a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:50:00.504277Z","signature_b64":"bsJhswBhpWPj4fjGRiJ4tOtrBTa/jtuF1///1xViTUXtwi/UQzjrca7mlwK4nKWJA7IuH66kMMGuffAbCEdfCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f39d461d4220db0d2f390cae282e71047459e9893cfd173361ceb9a6a847fc9a","last_reissued_at":"2026-07-05T11:50:00.503803Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:50:00.503803Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.04719","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":"2026-07-05T11:50:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9yvKCr0nm/mTxPPf3Cu9f3iN3Xi7W4ncAzVBbCY1n0PhQg3FIacRbw/5Z71mRYU3s5EkS1Bgva57Kvt0fqvKCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T03:08:59.695419Z"},"content_sha256":"bac06aff46d523f8dee70898bdcdcc0e746424aad72e5658caaab3159926e9af","schema_version":"1.0","event_id":"sha256:bac06aff46d523f8dee70898bdcdcc0e746424aad72e5658caaab3159926e9af"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:6OOUMHKCEDNQ2LZZBSXCQLTRAR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"GeoFlow: Agentic Workflow Automation for Geospatial Tasks","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.AI","authors_text":"Amulya Bhattaram, Diana Marculescu, Dimitrios Stamoulis, Janani Ramamoorthy, Justin Chung, Kartikeya Gullapalli, Ranit Gupta, Stanley Chung","submitted_at":"2025-08-05T02:14:58Z","abstract_excerpt":"We present GeoFlow, a method that automatically generates agentic workflows for geospatial tasks. Unlike prior work that focuses on reasoning decomposition and leaves API selection implicit, our method provides each agent with detailed tool-calling objectives to guide geospatial API invocation at runtime. GeoFlow increases agentic success by 6.8% and reduces token usage by up to fourfold across major LLM families compared to state-of-the-art approaches."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.04719","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/2508.04719/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":"2026-07-05T11:50:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"L7bYhDsk4DybiuwoP/eSh6Ipgrf/zJB+eEPaxJY+pMX4/cszBL5fx4QwY+wWOsNphSunEZ133kKi+ye7CrqbCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T03:08:59.696064Z"},"content_sha256":"cd17a52fd60af884510ef5bac6b4963046a4322037fd63be48fa9d39eef70c96","schema_version":"1.0","event_id":"sha256:cd17a52fd60af884510ef5bac6b4963046a4322037fd63be48fa9d39eef70c96"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/bundle.json","state_url":"https://pith.science/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/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":"2026-08-04T03:08:59Z","links":{"resolver":"https://pith.science/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR","bundle":"https://pith.science/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/bundle.json","state":"https://pith.science/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6OOUMHKCEDNQ2LZZBSXCQLTRAR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6OOUMHKCEDNQ2LZZBSXCQLTRAR","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":"6fb6c4f7975b591cbb1d3c5af0579a545e729c18ea1ef91227b64170e09cf085","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-08-05T02:14:58Z","title_canon_sha256":"83ef1777938c51a143fc18ed9844d3295c695992be351f5cb86a54eeb75a2e9a"},"schema_version":"1.0","source":{"id":"2508.04719","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.04719","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"arxiv_version","alias_value":"2508.04719v1","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.04719","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_12","alias_value":"6OOUMHKCEDNQ","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_16","alias_value":"6OOUMHKCEDNQ2LZZ","created_at":"2026-07-05T11:50:00Z"},{"alias_kind":"pith_short_8","alias_value":"6OOUMHKC","created_at":"2026-07-05T11:50:00Z"}],"graph_snapshots":[{"event_id":"sha256:cd17a52fd60af884510ef5bac6b4963046a4322037fd63be48fa9d39eef70c96","target":"graph","created_at":"2026-07-05T11:50:00Z","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/2508.04719/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present GeoFlow, a method that automatically generates agentic workflows for geospatial tasks. Unlike prior work that focuses on reasoning decomposition and leaves API selection implicit, our method provides each agent with detailed tool-calling objectives to guide geospatial API invocation at runtime. GeoFlow increases agentic success by 6.8% and reduces token usage by up to fourfold across major LLM families compared to state-of-the-art approaches.","authors_text":"Amulya Bhattaram, Diana Marculescu, Dimitrios Stamoulis, Janani Ramamoorthy, Justin Chung, Kartikeya Gullapalli, Ranit Gupta, Stanley Chung","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-08-05T02:14:58Z","title":"GeoFlow: Agentic Workflow Automation for Geospatial Tasks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.04719","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:bac06aff46d523f8dee70898bdcdcc0e746424aad72e5658caaab3159926e9af","target":"record","created_at":"2026-07-05T11:50:00Z","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":"6fb6c4f7975b591cbb1d3c5af0579a545e729c18ea1ef91227b64170e09cf085","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-08-05T02:14:58Z","title_canon_sha256":"83ef1777938c51a143fc18ed9844d3295c695992be351f5cb86a54eeb75a2e9a"},"schema_version":"1.0","source":{"id":"2508.04719","kind":"arxiv","version":1}},"canonical_sha256":"f39d461d4220db0d2f390cae282e71047459e9893cfd173361ceb9a6a847fc9a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f39d461d4220db0d2f390cae282e71047459e9893cfd173361ceb9a6a847fc9a","first_computed_at":"2026-07-05T11:50:00.503803Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:50:00.503803Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bsJhswBhpWPj4fjGRiJ4tOtrBTa/jtuF1///1xViTUXtwi/UQzjrca7mlwK4nKWJA7IuH66kMMGuffAbCEdfCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:50:00.504277Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.04719","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bac06aff46d523f8dee70898bdcdcc0e746424aad72e5658caaab3159926e9af","sha256:cd17a52fd60af884510ef5bac6b4963046a4322037fd63be48fa9d39eef70c96"],"state_sha256":"14a896c57c823d06f6ebc9161c9a5f1c12333d4305fcd6fee6e01e058d498d45"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kagxXovQaCsGoj7oOpNLtsoAkQFtk7Z+RjkUrV1P+BVAw4evobNdFDiNZhKtXBN2Z5gHzNm4/8doA5mFkFobBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T03:08:59.701783Z","bundle_sha256":"9e2a9e2db2aa2fa03dc3d9118d441a86ffcf203352f8a291ca08e01dc9100b0c"}}