{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:PSFUA4WABV5GYC36UOWRLZGARU","short_pith_number":"pith:PSFUA4WA","canonical_record":{"source":{"id":"2504.04070","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-04-05T06:07:10Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"60ae0924032c3ecd9651cfd3c1eaf78b39ad88cd9823fe8748db0196a5765008","abstract_canon_sha256":"7166115450422e25669ade6c9132dba0d2608e39eb26ae1e69f5d2068e92d222"},"schema_version":"1.0"},"canonical_sha256":"7c8b4072c00d7a6c0b7ea3ad15e4c08d0b8b638efb6915571b3747a8ce9c1c5c","source":{"kind":"arxiv","id":"2504.04070","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.04070","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"arxiv_version","alias_value":"2504.04070v1","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.04070","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_12","alias_value":"PSFUA4WABV5G","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_16","alias_value":"PSFUA4WABV5GYC36","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_8","alias_value":"PSFUA4WA","created_at":"2026-07-05T10:44:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:PSFUA4WABV5GYC36UOWRLZGARU","target":"record","payload":{"canonical_record":{"source":{"id":"2504.04070","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-04-05T06:07:10Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"60ae0924032c3ecd9651cfd3c1eaf78b39ad88cd9823fe8748db0196a5765008","abstract_canon_sha256":"7166115450422e25669ade6c9132dba0d2608e39eb26ae1e69f5d2068e92d222"},"schema_version":"1.0"},"canonical_sha256":"7c8b4072c00d7a6c0b7ea3ad15e4c08d0b8b638efb6915571b3747a8ce9c1c5c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:44:53.846476Z","signature_b64":"DRYNVP1J2Sj4tzOoQmATwbSG20dCZyCgt38jZzwPqMiMF/73m9ZhObeF5UkIRprXenlnJg+ZIRHAIWAS+FGiAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7c8b4072c00d7a6c0b7ea3ad15e4c08d0b8b638efb6915571b3747a8ce9c1c5c","last_reissued_at":"2026-07-05T10:44:53.845970Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:44:53.845970Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.04070","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:44:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CDCjPcohl3wmAlhK6g5sqmZIbztIzAEtfzs3Crg/QmdN8GRzAjzBnK/+RHrNQcF/m/pMKfi19p0iRh3g2ANYAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T00:42:14.284302Z"},"content_sha256":"cb96e3e2e28faf3554e1fbd1558dee98b1fdfbd4616cb1f650c36ca88a311056","schema_version":"1.0","event_id":"sha256:cb96e3e2e28faf3554e1fbd1558dee98b1fdfbd4616cb1f650c36ca88a311056"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:PSFUA4WABV5GYC36UOWRLZGARU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Enforcement Agents: Enhancing Accountability and Resilience in Multi-Agent AI Frameworks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.MA","authors_text":"Dibya Jyoti Bora, Sagar Tamang","submitted_at":"2025-04-05T06:07:10Z","abstract_excerpt":"As autonomous agents become more powerful and widely used, it is becoming increasingly important to ensure they behave safely and stay aligned with system goals, especially in multi-agent settings. Current systems often rely on agents self-monitoring or correcting issues after the fact, but they lack mechanisms for real-time oversight. This paper introduces the Enforcement Agent (EA) Framework, which embeds dedicated supervisory agents into the environment to monitor others, detect misbehavior, and intervene through real-time correction. We implement this framework in a custom drone simulation"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.04070","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/2504.04070/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:44:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VYhjIKCJE1kppt6YjHeTj5vpX4uHRbvem/vKHK7htt4k+10svPM5tLygU8jHpnL5HAVsu/tsMF4FciSx2irXDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T00:42:14.284866Z"},"content_sha256":"e24f1e2260a93f0029cd3269bcf66655e7b29b8601d5082014fd3c58d2f8c5fd","schema_version":"1.0","event_id":"sha256:e24f1e2260a93f0029cd3269bcf66655e7b29b8601d5082014fd3c58d2f8c5fd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/PSFUA4WABV5GYC36UOWRLZGARU/bundle.json","state_url":"https://pith.science/pith/PSFUA4WABV5GYC36UOWRLZGARU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/PSFUA4WABV5GYC36UOWRLZGARU/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-09T00:42:14Z","links":{"resolver":"https://pith.science/pith/PSFUA4WABV5GYC36UOWRLZGARU","bundle":"https://pith.science/pith/PSFUA4WABV5GYC36UOWRLZGARU/bundle.json","state":"https://pith.science/pith/PSFUA4WABV5GYC36UOWRLZGARU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/PSFUA4WABV5GYC36UOWRLZGARU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:PSFUA4WABV5GYC36UOWRLZGARU","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":"7166115450422e25669ade6c9132dba0d2608e39eb26ae1e69f5d2068e92d222","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-04-05T06:07:10Z","title_canon_sha256":"60ae0924032c3ecd9651cfd3c1eaf78b39ad88cd9823fe8748db0196a5765008"},"schema_version":"1.0","source":{"id":"2504.04070","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.04070","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"arxiv_version","alias_value":"2504.04070v1","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.04070","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_12","alias_value":"PSFUA4WABV5G","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_16","alias_value":"PSFUA4WABV5GYC36","created_at":"2026-07-05T10:44:53Z"},{"alias_kind":"pith_short_8","alias_value":"PSFUA4WA","created_at":"2026-07-05T10:44:53Z"}],"graph_snapshots":[{"event_id":"sha256:e24f1e2260a93f0029cd3269bcf66655e7b29b8601d5082014fd3c58d2f8c5fd","target":"graph","created_at":"2026-07-05T10:44:53Z","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/2504.04070/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As autonomous agents become more powerful and widely used, it is becoming increasingly important to ensure they behave safely and stay aligned with system goals, especially in multi-agent settings. Current systems often rely on agents self-monitoring or correcting issues after the fact, but they lack mechanisms for real-time oversight. This paper introduces the Enforcement Agent (EA) Framework, which embeds dedicated supervisory agents into the environment to monitor others, detect misbehavior, and intervene through real-time correction. We implement this framework in a custom drone simulation","authors_text":"Dibya Jyoti Bora, Sagar Tamang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-04-05T06:07:10Z","title":"Enforcement Agents: Enhancing Accountability and Resilience in Multi-Agent AI Frameworks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.04070","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:cb96e3e2e28faf3554e1fbd1558dee98b1fdfbd4616cb1f650c36ca88a311056","target":"record","created_at":"2026-07-05T10:44:53Z","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":"7166115450422e25669ade6c9132dba0d2608e39eb26ae1e69f5d2068e92d222","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2025-04-05T06:07:10Z","title_canon_sha256":"60ae0924032c3ecd9651cfd3c1eaf78b39ad88cd9823fe8748db0196a5765008"},"schema_version":"1.0","source":{"id":"2504.04070","kind":"arxiv","version":1}},"canonical_sha256":"7c8b4072c00d7a6c0b7ea3ad15e4c08d0b8b638efb6915571b3747a8ce9c1c5c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7c8b4072c00d7a6c0b7ea3ad15e4c08d0b8b638efb6915571b3747a8ce9c1c5c","first_computed_at":"2026-07-05T10:44:53.845970Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:44:53.845970Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DRYNVP1J2Sj4tzOoQmATwbSG20dCZyCgt38jZzwPqMiMF/73m9ZhObeF5UkIRprXenlnJg+ZIRHAIWAS+FGiAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:44:53.846476Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.04070","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cb96e3e2e28faf3554e1fbd1558dee98b1fdfbd4616cb1f650c36ca88a311056","sha256:e24f1e2260a93f0029cd3269bcf66655e7b29b8601d5082014fd3c58d2f8c5fd"],"state_sha256":"71b2ef2458725afd894f06d3a3336b986632c0c1277ca7a3d652bee6412a5948"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3GAnuvNOuPv/eSMmqxjFnaj9MUyNGwO8WdRrlYLBhRhpgMmiUDDZs9k5FIKt3rQBVT9TAXeotrL5mOWoC3cUCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T00:42:14.289563Z","bundle_sha256":"77ef879c281cdca8a0bb8337b133290bc10aa48d5c6644bbd9bf4d782756ec05"}}