{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:LVPSIN4B4Q7DMWIJXCKOTUKIWC","short_pith_number":"pith:LVPSIN4B","schema_version":"1.0","canonical_sha256":"5d5f243781e43e365909b894e9d148b0848e4014dbd6a4159fa3703deb0768c5","source":{"kind":"arxiv","id":"2608.04804","version":1},"attestation_state":"computed","paper":{"title":"Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Adithyan Krishnan, Ishaan Bhola, Mukunda NS","submitted_at":"2026-08-05T13:11:31Z","abstract_excerpt":"Frontier language models can resolve repository-level software issues, but each attempt is expensive, and existing routers select a model from the issue text alone. We present SuperScout, which routes after scouting the repository: a 7B searcher, SuperScout-7B, first explores the repository and produces a structured handoff whose reproduction claims are sandbox-verified, with false claims stripped before delivery. The searcher's hidden states, together with the task text, then feed a resume-based router that dispatches the task to one of four frontier fixers. Adding a new fixer requires no ret"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2608.04804","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-05T13:11:31Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"20ab4491c0bbdaab7ad5a20a5004097a9229120e2522ae1349e3f8c074e97ac0","abstract_canon_sha256":"54abcd422f1c2421d5b7136e2d91d3c7318a88b85ce51e6aa58066a5bf6aeb6f"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-08-06T01:47:10.243885Z","signature_b64":"OsC3jbXaJycLH3E6q96grCS+otOLrXNr7i2wkDiQVKvJZaO0Ncqrk2qituZEEzJrRQxzKOz62PXIcaPlhny0DQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5d5f243781e43e365909b894e9d148b0848e4014dbd6a4159fa3703deb0768c5","last_reissued_at":"2026-08-06T01:47:10.242501Z","signature_status":"signed_v1","first_computed_at":"2026-08-06T01:47:10.242501Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Adithyan Krishnan, Ishaan Bhola, Mukunda NS","submitted_at":"2026-08-05T13:11:31Z","abstract_excerpt":"Frontier language models can resolve repository-level software issues, but each attempt is expensive, and existing routers select a model from the issue text alone. We present SuperScout, which routes after scouting the repository: a 7B searcher, SuperScout-7B, first explores the repository and produces a structured handoff whose reproduction claims are sandbox-verified, with false claims stripped before delivery. The searcher's hidden states, together with the task text, then feed a resume-based router that dispatches the task to one of four frontier fixers. Adding a new fixer requires no ret"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.04804","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/2608.04804/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2608.04804","created_at":"2026-08-06T01:47:10.244307+00:00"},{"alias_kind":"arxiv_version","alias_value":"2608.04804v1","created_at":"2026-08-06T01:47:10.244307+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.04804","created_at":"2026-08-06T01:47:10.244307+00:00"},{"alias_kind":"pith_short_12","alias_value":"LVPSIN4B4Q7D","created_at":"2026-08-06T01:47:10.244307+00:00"},{"alias_kind":"pith_short_16","alias_value":"LVPSIN4B4Q7DMWIJ","created_at":"2026-08-06T01:47:10.244307+00:00"},{"alias_kind":"pith_short_8","alias_value":"LVPSIN4B","created_at":"2026-08-06T01:47:10.244307+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC","json":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC.json","graph_json":"https://pith.science/api/pith-number/LVPSIN4B4Q7DMWIJXCKOTUKIWC/graph.json","events_json":"https://pith.science/api/pith-number/LVPSIN4B4Q7DMWIJXCKOTUKIWC/events.json","paper":"https://pith.science/paper/LVPSIN4B"},"agent_actions":{"view_html":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC","download_json":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC.json","view_paper":"https://pith.science/paper/LVPSIN4B","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2608.04804&json=true","fetch_graph":"https://pith.science/api/pith-number/LVPSIN4B4Q7DMWIJXCKOTUKIWC/graph.json","fetch_events":"https://pith.science/api/pith-number/LVPSIN4B4Q7DMWIJXCKOTUKIWC/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC/action/timestamp_anchor","attest_storage":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC/action/storage_attestation","attest_author":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC/action/author_attestation","sign_citation":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC/action/citation_signature","submit_replication":"https://pith.science/pith/LVPSIN4B4Q7DMWIJXCKOTUKIWC/action/replication_record"}},"created_at":"2026-08-06T01:47:10.244307+00:00","updated_at":"2026-08-06T01:47:10.244307+00:00"}