{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:RLABCV43WTDNTIPPGJTQDHA3WS","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":"f2792b934a23c2ba2927514ea90548027fac3aecfab44c8b29590c530e8181af","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-11-18T15:25:05Z","title_canon_sha256":"744380dbbd92e8a02e381458c544ab4ab09251c5534b1d508a5be5e0094f9383"},"schema_version":"1.0","source":{"id":"2511.14584","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.14584","created_at":"2026-05-28T02:04:44Z"},{"alias_kind":"arxiv_version","alias_value":"2511.14584v3","created_at":"2026-05-28T02:04:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.14584","created_at":"2026-05-28T02:04:44Z"},{"alias_kind":"pith_short_12","alias_value":"RLABCV43WTDN","created_at":"2026-05-28T02:04:44Z"},{"alias_kind":"pith_short_16","alias_value":"RLABCV43WTDNTIPP","created_at":"2026-05-28T02:04:44Z"},{"alias_kind":"pith_short_8","alias_value":"RLABCV43","created_at":"2026-05-28T02:04:44Z"}],"graph_snapshots":[{"event_id":"sha256:b786ab2af2216db0da3a53d2b1072c1eb5fd78f709aa378e29a53e02047c35e5","target":"graph","created_at":"2026-05-28T02:04:44Z","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/2511.14584/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present ReflexGrad, a dual-process architecture for within-episode failure recovery in LLM agents without demonstrations. When agents commit to a wrong approach early and exhaust the step budget, the post-failure trajectory contains the information to escape -- but no published architecture acts on it within a single episode. ReflexGrad routes between a fast process (TextGrad-style continuous refinement every $k{=}3$ steps) and a slow process (Reflexion-style causal diagnosis when $m{=}5$ consecutive low-progress scores fire a routing gate). A deterministic priority merge keeps the natural-","authors_text":"Ankush Kadu, Aswanth Krishnan","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-11-18T15:25:05Z","title":"ReflexGrad: Within-Episode Failure Recovery in LLM Agents via Progress-Gated Dual-Process Routing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.14584","kind":"arxiv","version":3},"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":"sha256:30096d7d8308d5ead1c5069d18d68594a5327f33ef3760a16a9dfd0a66f91b0a","target":"record","created_at":"2026-05-28T02:04:44Z","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":"f2792b934a23c2ba2927514ea90548027fac3aecfab44c8b29590c530e8181af","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-11-18T15:25:05Z","title_canon_sha256":"744380dbbd92e8a02e381458c544ab4ab09251c5534b1d508a5be5e0094f9383"},"schema_version":"1.0","source":{"id":"2511.14584","kind":"arxiv","version":3}},"canonical_sha256":"8ac011579bb4c6d9a1ef3267019c1bb48f5029ce6ac0a041e98e689358b8e86c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8ac011579bb4c6d9a1ef3267019c1bb48f5029ce6ac0a041e98e689358b8e86c","first_computed_at":"2026-05-28T02:04:44.382420Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-28T02:04:44.382420Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8icetxf0jikmp0t1ikDdHWaVIMWd5mMaX3v4bFpUOWdSkFoNEqhWQeoYhaCV8C9m02BL/7m9ZaSrLwNSA8TZCw==","signature_status":"signed_v1","signed_at":"2026-05-28T02:04:44.382923Z","signed_message":"canonical_sha256_bytes"},"source_id":"2511.14584","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:30096d7d8308d5ead1c5069d18d68594a5327f33ef3760a16a9dfd0a66f91b0a","sha256:b786ab2af2216db0da3a53d2b1072c1eb5fd78f709aa378e29a53e02047c35e5"],"state_sha256":"2dcaa6ce6060456bd3d91a17bab04764f920dc719d507a21396ae834ac4c8894"}