{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:63ODKRBBZ75UW754B7Q6FPMIAV","short_pith_number":"pith:63ODKRBB","schema_version":"1.0","canonical_sha256":"f6dc354421cffb4b7fbc0fe1e2bd880567963ed46b2f3bd413a77f0475a33048","source":{"kind":"arxiv","id":"2606.01472","version":1},"attestation_state":"computed","paper":{"title":"Hierarchical Online Prompt Mutation with Dual-Loop Feedback for Guardrailed Evidence Document Generation: A Production-Evaluation Case Study","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.DC","authors_text":"Nataraj Agaram Sundar Tejas Morabia","submitted_at":"2026-05-31T22:17:44Z","abstract_excerpt":"High-stakes production document-generation systems require language models to be adaptive, evidence-grounded, and auditable. We present HOPM, a hierarchical online prompt mutation framework evaluated on a real marketplace dispute-evidence workflow. HOPM treats prompts as online policies: a family/version router selects a prompt, deterministic guardrails attribute failures to mutable prompt-token categories, and dual feedback from human review and an automated judge updates both routing and mutation priorities. The primary evidence is an observed matched production-evaluation ablation: seven va"},"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":"2606.01472","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2026-05-31T22:17:44Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"ceb130288f87a58a9fc8dbbfabaafbd9367bc064c82f8f6bda1dc9fad82f5726","abstract_canon_sha256":"4461b91ce48118d3e175bde7c87ca9ab859094256cb9ca234c19ddfd5b2bd87f"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-02T02:04:34.029478Z","signature_b64":"9KOiYB7IjSP9lTUWSH5DRegnQg7Zwumg45Eq9ELFK8ZQG+8/AfVxhS1rhc8s1IqQ57ygReCFScUdPiYv35YlAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f6dc354421cffb4b7fbc0fe1e2bd880567963ed46b2f3bd413a77f0475a33048","last_reissued_at":"2026-06-02T02:04:34.029021Z","signature_status":"signed_v1","first_computed_at":"2026-06-02T02:04:34.029021Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Hierarchical Online Prompt Mutation with Dual-Loop Feedback for Guardrailed Evidence Document Generation: A Production-Evaluation Case Study","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.DC","authors_text":"Nataraj Agaram Sundar Tejas Morabia","submitted_at":"2026-05-31T22:17:44Z","abstract_excerpt":"High-stakes production document-generation systems require language models to be adaptive, evidence-grounded, and auditable. We present HOPM, a hierarchical online prompt mutation framework evaluated on a real marketplace dispute-evidence workflow. HOPM treats prompts as online policies: a family/version router selects a prompt, deterministic guardrails attribute failures to mutable prompt-token categories, and dual feedback from human review and an automated judge updates both routing and mutation priorities. The primary evidence is an observed matched production-evaluation ablation: seven va"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.01472","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/2606.01472/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":"2606.01472","created_at":"2026-06-02T02:04:34.029087+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.01472v1","created_at":"2026-06-02T02:04:34.029087+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.01472","created_at":"2026-06-02T02:04:34.029087+00:00"},{"alias_kind":"pith_short_12","alias_value":"63ODKRBBZ75U","created_at":"2026-06-02T02:04:34.029087+00:00"},{"alias_kind":"pith_short_16","alias_value":"63ODKRBBZ75UW754","created_at":"2026-06-02T02:04:34.029087+00:00"},{"alias_kind":"pith_short_8","alias_value":"63ODKRBB","created_at":"2026-06-02T02:04:34.029087+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/63ODKRBBZ75UW754B7Q6FPMIAV","json":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV.json","graph_json":"https://pith.science/api/pith-number/63ODKRBBZ75UW754B7Q6FPMIAV/graph.json","events_json":"https://pith.science/api/pith-number/63ODKRBBZ75UW754B7Q6FPMIAV/events.json","paper":"https://pith.science/paper/63ODKRBB"},"agent_actions":{"view_html":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV","download_json":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV.json","view_paper":"https://pith.science/paper/63ODKRBB","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.01472&json=true","fetch_graph":"https://pith.science/api/pith-number/63ODKRBBZ75UW754B7Q6FPMIAV/graph.json","fetch_events":"https://pith.science/api/pith-number/63ODKRBBZ75UW754B7Q6FPMIAV/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV/action/timestamp_anchor","attest_storage":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV/action/storage_attestation","attest_author":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV/action/author_attestation","sign_citation":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV/action/citation_signature","submit_replication":"https://pith.science/pith/63ODKRBBZ75UW754B7Q6FPMIAV/action/replication_record"}},"created_at":"2026-06-02T02:04:34.029087+00:00","updated_at":"2026-06-02T02:04:34.029087+00:00"}