{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:2E7CYOJX6EZBJVLMT45PNNUQ26","short_pith_number":"pith:2E7CYOJX","schema_version":"1.0","canonical_sha256":"d13e2c3937f13214d56c9f3af6b690d7bca0ed7a31b26708a4a28a70101c3e3b","source":{"kind":"arxiv","id":"2604.23190","version":2},"attestation_state":"computed","paper":{"title":"RAT: RunAnyThing via Fully Automated Environment Configuration","license":"http://creativecommons.org/licenses/by/4.0/","headline":"RAT enables fully automated environment configuration for arbitrary software repositories using a language-agnostic multi-stage pipeline.","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Daixin Wang, Dongdong Hua, Hanyang Yuan, Renhong Huang, Sitao Ding, Yang Yang, Yifei Sun","submitted_at":"2026-04-25T07:45:41Z","abstract_excerpt":"Automating repository-level software engineering tasks is a foundational challenge for autonomous code agents, largely due to the difficulty of configuring executable environments. However, manual configuration remains a labor-intensive bottleneck, necessitating a transition toward fully automated environment configuration. Existing approaches often rely on pre-defined artifacts or are restricted to specific programming languages, limiting their applicability to diverse real-world repositories. In this paper, we first propose RAT (RunAnyThing), a modular and extensible agent framework for full"},"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":"2604.23190","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-04-25T07:45:41Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"1db7808f440de3826d0a5d85e822643eb7ac630be982b808cc9a7679d56f2cd3","abstract_canon_sha256":"740499010f1afe5f6c695190a6cbe88a13078d309052d0cdd1e1556809bbbf71"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-05T01:14:39.362035Z","signature_b64":"EGgUe7DBBa2uCDyEv8NjWtkYPCsL6mIWJtWuZ++FRh+YcHLDp2oCjbKmwWxi+glcWbqoi/W/DrV3xxSoVW1vDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d13e2c3937f13214d56c9f3af6b690d7bca0ed7a31b26708a4a28a70101c3e3b","last_reissued_at":"2026-06-05T01:14:39.361331Z","signature_status":"signed_v1","first_computed_at":"2026-06-05T01:14:39.361331Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"RAT: RunAnyThing via Fully Automated Environment Configuration","license":"http://creativecommons.org/licenses/by/4.0/","headline":"RAT enables fully automated environment configuration for arbitrary software repositories using a language-agnostic multi-stage pipeline.","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Daixin Wang, Dongdong Hua, Hanyang Yuan, Renhong Huang, Sitao Ding, Yang Yang, Yifei Sun","submitted_at":"2026-04-25T07:45:41Z","abstract_excerpt":"Automating repository-level software engineering tasks is a foundational challenge for autonomous code agents, largely due to the difficulty of configuring executable environments. However, manual configuration remains a labor-intensive bottleneck, necessitating a transition toward fully automated environment configuration. Existing approaches often rely on pre-defined artifacts or are restricted to specific programming languages, limiting their applicability to diverse real-world repositories. In this paper, we first propose RAT (RunAnyThing), a modular and extensible agent framework for full"},"claims":{"count":4,"items":[{"kind":"strongest_claim","text":"RAT achieves state-of-the-art performance, improving the Environment Setup Success Rate (ESSR) by an average of 29.6% over strong baselines.","source":"verdict.strongest_claim","status":"machine_extracted","claim_id":"C1","attestation":"unclaimed"},{"kind":"weakest_assumption","text":"That the multi-stage pipeline integrating semantic initialization, planning, specialized toolset, and sandbox can reliably handle the distribution and heterogeneity of arbitrary real-world repositories without manual intervention or language-specific restrictions.","source":"verdict.weakest_assumption","status":"machine_extracted","claim_id":"C2","attestation":"unclaimed"},{"kind":"one_line_summary","text":"RAT is a new language-agnostic system that automates environment configuration for any code repository and improves setup success rate by 29.6% over baselines on the new RATBench benchmark.","source":"verdict.one_line_summary","status":"machine_extracted","claim_id":"C3","attestation":"unclaimed"},{"kind":"headline","text":"RAT enables fully automated environment configuration for arbitrary software repositories using a language-agnostic multi-stage pipeline.","source":"verdict.pith_extraction.headline","status":"machine_extracted","claim_id":"C4","attestation":"unclaimed"}],"snapshot_sha256":"c82df24c7672a8f0f62bec911d22e4f58defd3da989c257778be19507e50a4ca"},"source":{"id":"2604.23190","kind":"arxiv","version":2},"verdict":{"id":"16bd986f-bb58-4b78-8bfe-6f8beb48a7f1","model_set":{"reader":"grok-4.3"},"created_at":"2026-05-08T08:01:41.896810Z","strongest_claim":"RAT achieves state-of-the-art performance, improving the Environment Setup Success Rate (ESSR) by an average of 29.6% over strong baselines.","one_line_summary":"RAT is a new language-agnostic system that automates environment configuration for any code repository and improves setup success rate by 29.6% over baselines on the new RATBench benchmark.","pipeline_version":"pith-pipeline@v0.9.0","weakest_assumption":"That the multi-stage pipeline integrating semantic initialization, planning, specialized toolset, and sandbox can reliably handle the distribution and heterogeneity of arbitrary real-world repositories without manual intervention or language-specific restrictions.","pith_extraction_headline":"RAT enables fully automated environment configuration for arbitrary software repositories using a language-agnostic multi-stage pipeline."},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2604.23190/integrity.json","findings":[],"available":true,"detectors_run":[{"name":"ai_meta_artifact","ran_at":"2026-05-21T09:37:49.355972Z","status":"completed","version":"1.0.0","findings_count":0},{"name":"doi_compliance","ran_at":"2026-05-19T23:24:09.816998Z","status":"completed","version":"1.0.0","findings_count":0}],"snapshot_sha256":"cd6fe6142f7b6b79d73e544c7d66d6c4f043b31e0c0e09a0a5aafdf1e77b96a8"},"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":"2604.23190","created_at":"2026-06-05T01:14:39.361431+00:00"},{"alias_kind":"arxiv_version","alias_value":"2604.23190v2","created_at":"2026-06-05T01:14:39.361431+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2604.23190","created_at":"2026-06-05T01:14:39.361431+00:00"},{"alias_kind":"pith_short_12","alias_value":"2E7CYOJX6EZB","created_at":"2026-06-05T01:14:39.361431+00:00"},{"alias_kind":"pith_short_16","alias_value":"2E7CYOJX6EZBJVLM","created_at":"2026-06-05T01:14:39.361431+00:00"},{"alias_kind":"pith_short_8","alias_value":"2E7CYOJX","created_at":"2026-06-05T01:14:39.361431+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/2E7CYOJX6EZBJVLMT45PNNUQ26","json":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26.json","graph_json":"https://pith.science/api/pith-number/2E7CYOJX6EZBJVLMT45PNNUQ26/graph.json","events_json":"https://pith.science/api/pith-number/2E7CYOJX6EZBJVLMT45PNNUQ26/events.json","paper":"https://pith.science/paper/2E7CYOJX"},"agent_actions":{"view_html":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26","download_json":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26.json","view_paper":"https://pith.science/paper/2E7CYOJX","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2604.23190&json=true","fetch_graph":"https://pith.science/api/pith-number/2E7CYOJX6EZBJVLMT45PNNUQ26/graph.json","fetch_events":"https://pith.science/api/pith-number/2E7CYOJX6EZBJVLMT45PNNUQ26/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26/action/timestamp_anchor","attest_storage":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26/action/storage_attestation","attest_author":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26/action/author_attestation","sign_citation":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26/action/citation_signature","submit_replication":"https://pith.science/pith/2E7CYOJX6EZBJVLMT45PNNUQ26/action/replication_record"}},"created_at":"2026-06-05T01:14:39.361431+00:00","updated_at":"2026-06-05T01:14:39.361431+00:00"}