{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:M2HGUGPQJ2EPWELGU6OQLECVFM","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":"c3bc9af9a94e2b0e334ce191aa9ccdc19238087a15cd0261d2bd01bb54dd542c","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-28T08:58:17Z","title_canon_sha256":"d4fcc83e8f1645381eb633bf2b94f50aff414286b1e1e2341755dab2e510c646"},"schema_version":"1.0","source":{"id":"2606.29280","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.29280","created_at":"2026-06-30T01:18:00Z"},{"alias_kind":"arxiv_version","alias_value":"2606.29280v1","created_at":"2026-06-30T01:18:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.29280","created_at":"2026-06-30T01:18:00Z"},{"alias_kind":"pith_short_12","alias_value":"M2HGUGPQJ2EP","created_at":"2026-06-30T01:18:00Z"},{"alias_kind":"pith_short_16","alias_value":"M2HGUGPQJ2EPWELG","created_at":"2026-06-30T01:18:00Z"},{"alias_kind":"pith_short_8","alias_value":"M2HGUGPQ","created_at":"2026-06-30T01:18:00Z"}],"graph_snapshots":[{"event_id":"sha256:d7deaa93b5e24b6f21d383c4cc2aad16e1daee4b4f4f910281e3f744526419db","target":"graph","created_at":"2026-06-30T01:18:00Z","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/2606.29280/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We identify intervention bias as a previously unquantified failure mode of zero-shot large-language-model (LLM) educational advisory agents: without task-specific training, they recommend action when a hindsight-optimal oracle policy mandates inaction. In a six-arm ablation on the Open University Learning Analytics Dataset (N=800 students, four temporal cutoffs), at day 56 -- when the oracle designates 70.1% of students as needing no intervention -- zero-shot GPT-4o recommends action for 73%, a 43 percentage-point false-positive rate. Commercial RAG and SQL-augmented retrieval are comparably m","authors_text":"Craig Atkinson","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-28T08:58:17Z","title":"Deterministic Decisions for High-Stakes AI. A Zero-Egress Pipeline with the Deployability of RAG and the Accuracy of Machine Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.29280","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":"sha256:151f0c1ca8285c62399bb9e5fad6ff6fe449fd168a835e469422a8c30ae40a10","target":"record","created_at":"2026-06-30T01:18:00Z","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":"c3bc9af9a94e2b0e334ce191aa9ccdc19238087a15cd0261d2bd01bb54dd542c","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-28T08:58:17Z","title_canon_sha256":"d4fcc83e8f1645381eb633bf2b94f50aff414286b1e1e2341755dab2e510c646"},"schema_version":"1.0","source":{"id":"2606.29280","kind":"arxiv","version":1}},"canonical_sha256":"668e6a19f04e88fb1166a79d0590552b3e4507247b81f3fa2ff38b17386765fa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"668e6a19f04e88fb1166a79d0590552b3e4507247b81f3fa2ff38b17386765fa","first_computed_at":"2026-06-30T01:18:00.070272Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-30T01:18:00.070272Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"X9g+VNpJWCCBHl6MVyP3wJR9i6f9TMIJIm8LMbPOfWVfJqEEgL3fLi8bb+m9MSJ5sj8IXDMGkz0XF5wubacEAQ==","signature_status":"signed_v1","signed_at":"2026-06-30T01:18:00.070779Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.29280","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:151f0c1ca8285c62399bb9e5fad6ff6fe449fd168a835e469422a8c30ae40a10","sha256:d7deaa93b5e24b6f21d383c4cc2aad16e1daee4b4f4f910281e3f744526419db"],"state_sha256":"70cf450bc5dbbac263c1a4943fdd0a02edf03693f848d425bfc0ff0dbc6ed202"}