{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:AS5CQXFCSIGXWHZWMV5GEOPT5K","short_pith_number":"pith:AS5CQXFC","canonical_record":{"source":{"id":"2502.11705","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-02-17T11:44:11Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MA"],"title_canon_sha256":"ab79f0d43258baad50fcc71e65dd8728dc27043144df2a1d79ece7511c5964ee","abstract_canon_sha256":"cbd2170d2676e2b547ffebcbf6f1dbd268e911a361da62452e24bcd43d03a4ad"},"schema_version":"1.0"},"canonical_sha256":"04ba285ca2920d7b1f36657a6239f3eaa3de33046ff031052b757d5b6e1bc6bd","source":{"kind":"arxiv","id":"2502.11705","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.11705","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"arxiv_version","alias_value":"2502.11705v2","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.11705","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_12","alias_value":"AS5CQXFCSIGX","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_16","alias_value":"AS5CQXFCSIGXWHZW","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_8","alias_value":"AS5CQXFC","created_at":"2026-07-05T11:12:27Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:AS5CQXFCSIGXWHZWMV5GEOPT5K","target":"record","payload":{"canonical_record":{"source":{"id":"2502.11705","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-02-17T11:44:11Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MA"],"title_canon_sha256":"ab79f0d43258baad50fcc71e65dd8728dc27043144df2a1d79ece7511c5964ee","abstract_canon_sha256":"cbd2170d2676e2b547ffebcbf6f1dbd268e911a361da62452e24bcd43d03a4ad"},"schema_version":"1.0"},"canonical_sha256":"04ba285ca2920d7b1f36657a6239f3eaa3de33046ff031052b757d5b6e1bc6bd","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:12:27.066176Z","signature_b64":"x7puyOJwdzhTJqqeQf2N5H3Zp5U2gj/b4AqLf1bygnQTOFu4HMmmnvROZzzKk6AHyPrG14QnL2che+Ml/bP7Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"04ba285ca2920d7b1f36657a6239f3eaa3de33046ff031052b757d5b6e1bc6bd","last_reissued_at":"2026-07-05T11:12:27.065173Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:12:27.065173Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.11705","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:12:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Iy/u7BVE31skNEXSniCLZVJmctpCQSMKjDaRmR7u+6qQ+z6H4GohXzRj9Gpx0EnTB6zgJtRGavAWQFyzI3+0Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:01:10.932595Z"},"content_sha256":"ae91143711f6c97db95c24518b8a72d8befd4bb82b6dfff2458aa027eb05de22","schema_version":"1.0","event_id":"sha256:ae91143711f6c97db95c24518b8a72d8befd4bb82b6dfff2458aa027eb05de22"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:AS5CQXFCSIGXWHZWMV5GEOPT5K","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM Agents Making Agent Tools","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.MA"],"primary_cat":"cs.CL","authors_text":"Daniel Truhn, Dyke Ferber, Georg W\\\"olflein, Jakob Nikolas Kather, Ognjen Arandjelovi\\'c","submitted_at":"2025-02-17T11:44:11Z","abstract_excerpt":"Tool use has turned large language models (LLMs) into powerful agents that can perform complex multi-step tasks by dynamically utilising external software components. However, these tools must be implemented in advance by human developers, hindering the applicability of LLM agents in domains demanding large numbers of highly specialised tools, like in life sciences and medicine. Motivated by the growing trend of scientific studies accompanied by public code repositories, we propose ToolMaker, an agentic framework that autonomously transforms papers with code into LLM-compatible tools. Given a "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.11705","kind":"arxiv","version":2},"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/2502.11705/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":"2026-07-05T11:12:27Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IwM8dpucG+R5f3/jJVxq1yxU1YyB33u1Putdj7SmXrmNqUlZlvRRVppRk+eYe7u+8h8q/nSu3vRy8YRWwrE9BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:01:10.933129Z"},"content_sha256":"096dc271a05ad9ac29361d0101da2359b76e9cb9d4d127289a20b63eb7730409","schema_version":"1.0","event_id":"sha256:096dc271a05ad9ac29361d0101da2359b76e9cb9d4d127289a20b63eb7730409"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/bundle.json","state_url":"https://pith.science/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/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":"2026-08-09T03:01:10Z","links":{"resolver":"https://pith.science/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K","bundle":"https://pith.science/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/bundle.json","state":"https://pith.science/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AS5CQXFCSIGXWHZWMV5GEOPT5K/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:AS5CQXFCSIGXWHZWMV5GEOPT5K","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":"cbd2170d2676e2b547ffebcbf6f1dbd268e911a361da62452e24bcd43d03a4ad","cross_cats_sorted":["cs.AI","cs.LG","cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-02-17T11:44:11Z","title_canon_sha256":"ab79f0d43258baad50fcc71e65dd8728dc27043144df2a1d79ece7511c5964ee"},"schema_version":"1.0","source":{"id":"2502.11705","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.11705","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"arxiv_version","alias_value":"2502.11705v2","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.11705","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_12","alias_value":"AS5CQXFCSIGX","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_16","alias_value":"AS5CQXFCSIGXWHZW","created_at":"2026-07-05T11:12:27Z"},{"alias_kind":"pith_short_8","alias_value":"AS5CQXFC","created_at":"2026-07-05T11:12:27Z"}],"graph_snapshots":[{"event_id":"sha256:096dc271a05ad9ac29361d0101da2359b76e9cb9d4d127289a20b63eb7730409","target":"graph","created_at":"2026-07-05T11:12:27Z","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/2502.11705/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Tool use has turned large language models (LLMs) into powerful agents that can perform complex multi-step tasks by dynamically utilising external software components. However, these tools must be implemented in advance by human developers, hindering the applicability of LLM agents in domains demanding large numbers of highly specialised tools, like in life sciences and medicine. Motivated by the growing trend of scientific studies accompanied by public code repositories, we propose ToolMaker, an agentic framework that autonomously transforms papers with code into LLM-compatible tools. Given a ","authors_text":"Daniel Truhn, Dyke Ferber, Georg W\\\"olflein, Jakob Nikolas Kather, Ognjen Arandjelovi\\'c","cross_cats":["cs.AI","cs.LG","cs.MA"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-02-17T11:44:11Z","title":"LLM Agents Making Agent Tools"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.11705","kind":"arxiv","version":2},"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:ae91143711f6c97db95c24518b8a72d8befd4bb82b6dfff2458aa027eb05de22","target":"record","created_at":"2026-07-05T11:12:27Z","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":"cbd2170d2676e2b547ffebcbf6f1dbd268e911a361da62452e24bcd43d03a4ad","cross_cats_sorted":["cs.AI","cs.LG","cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-02-17T11:44:11Z","title_canon_sha256":"ab79f0d43258baad50fcc71e65dd8728dc27043144df2a1d79ece7511c5964ee"},"schema_version":"1.0","source":{"id":"2502.11705","kind":"arxiv","version":2}},"canonical_sha256":"04ba285ca2920d7b1f36657a6239f3eaa3de33046ff031052b757d5b6e1bc6bd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"04ba285ca2920d7b1f36657a6239f3eaa3de33046ff031052b757d5b6e1bc6bd","first_computed_at":"2026-07-05T11:12:27.065173Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:12:27.065173Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"x7puyOJwdzhTJqqeQf2N5H3Zp5U2gj/b4AqLf1bygnQTOFu4HMmmnvROZzzKk6AHyPrG14QnL2che+Ml/bP7Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:12:27.066176Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.11705","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ae91143711f6c97db95c24518b8a72d8befd4bb82b6dfff2458aa027eb05de22","sha256:096dc271a05ad9ac29361d0101da2359b76e9cb9d4d127289a20b63eb7730409"],"state_sha256":"b9e658fb9f4ba8f30f005789ab0476cfe4fc3a76935fc960e31ba2013b914d67"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/+t1NCehyf5bYfeD7V5Fbe6scfeOOlH+wOl90WmHSCiPNnuhLWV7AvPH9mV8UKrkf4D1yKwBYjU8+3tT4edBDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T03:01:10.938237Z","bundle_sha256":"a651ae04244811e4aaaa04fb76bfc37a35c27db95cc14aae147096cacd2d93df"}}