{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UPQ2BLA6VRBAGL5ANCVYHMZWIY","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":"7d43ad4918257c381ef85921a9394a89b08b24e12f57405347cc109a16904359","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.acc-ph","submitted_at":"2024-09-10T08:47:23Z","title_canon_sha256":"9dfc344d290a892124ff11e777104f86fd13f245232198022fe3e4d54f067043"},"schema_version":"1.0","source":{"id":"2409.06336","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.06336","created_at":"2026-07-05T12:03:43Z"},{"alias_kind":"arxiv_version","alias_value":"2409.06336v4","created_at":"2026-07-05T12:03:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.06336","created_at":"2026-07-05T12:03:43Z"},{"alias_kind":"pith_short_12","alias_value":"UPQ2BLA6VRBA","created_at":"2026-07-05T12:03:43Z"},{"alias_kind":"pith_short_16","alias_value":"UPQ2BLA6VRBAGL5A","created_at":"2026-07-05T12:03:43Z"},{"alias_kind":"pith_short_8","alias_value":"UPQ2BLA6","created_at":"2026-07-05T12:03:43Z"}],"graph_snapshots":[{"event_id":"sha256:7dda5e6316684545cd43607a963494b3999c44fc064ef917cf7e4ae32d538fe7","target":"graph","created_at":"2026-07-05T12:03:43Z","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/2409.06336/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As particle accelerators grow in complexity, traditional control methods face increasing challenges in achieving optimal performance. This paper envisions a paradigm shift: a decentralized multi-agent framework for accelerator control, powered by Large Language Models (LLMs) and distributed among autonomous agents. We present a proposition of a self-improving decentralized system where intelligent agents handle high-level tasks and communication and each agent is specialized to control individual accelerator components.\n  This approach raises some questions: What are the future applications of","authors_text":"Antonin Sulc, Hayden Hoschouer, Jason St. John, Raimund Kammering, Thorsten Hellert","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.acc-ph","submitted_at":"2024-09-10T08:47:23Z","title":"Towards Agentic AI on Particle Accelerators"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.06336","kind":"arxiv","version":4},"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:c98bab94b7d47808fab5d3f6b18f72da2747cc6e8a6c14d78619d649747c7438","target":"record","created_at":"2026-07-05T12:03:43Z","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":"7d43ad4918257c381ef85921a9394a89b08b24e12f57405347cc109a16904359","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.acc-ph","submitted_at":"2024-09-10T08:47:23Z","title_canon_sha256":"9dfc344d290a892124ff11e777104f86fd13f245232198022fe3e4d54f067043"},"schema_version":"1.0","source":{"id":"2409.06336","kind":"arxiv","version":4}},"canonical_sha256":"a3e1a0ac1eac42032fa068ab83b33646266dc9369923f770e0ec5d7faac2ec94","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a3e1a0ac1eac42032fa068ab83b33646266dc9369923f770e0ec5d7faac2ec94","first_computed_at":"2026-07-05T12:03:43.404456Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:03:43.404456Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NEsCq1z4/j+xv6rrmiLw/cTO7Wa9z93Vya7hqoBX0dsQExgfvLn/YZbi0j5bIZhV19ep2MHn14IKyGJzSxDYAw==","signature_status":"signed_v1","signed_at":"2026-07-05T12:03:43.405029Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.06336","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c98bab94b7d47808fab5d3f6b18f72da2747cc6e8a6c14d78619d649747c7438","sha256:7dda5e6316684545cd43607a963494b3999c44fc064ef917cf7e4ae32d538fe7"],"state_sha256":"9ea18c2ae90f0daa2e57715520d8b9b0ffd217bcc74c32b69aa768e5705c87f9"}