{"paper":{"title":"Infant Agent: A Tool-Integrated, Logic-Driven Agent with Cost-Effective API Usage","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.AI","authors_text":"Bin Lei, Qiuwu Chen, Tao Ren, Tianyu Shi, Weitai Kang, Yi Luo, Yiming Zeng, Yuchen Li, Zeyu Hu, Zitian Gao","submitted_at":"2024-11-02T02:48:37Z","abstract_excerpt":"Despite the impressive capabilities of large language models (LLMs), they currently exhibit two primary limitations, \\textbf{\\uppercase\\expandafter{\\romannumeral 1}}: They struggle to \\textbf{autonomously solve the real world engineering problem}. \\textbf{\\uppercase\\expandafter{\\romannumeral 2}}: They remain \\textbf{challenged in reasoning through complex logic problems}. To address these challenges, we developed the \\textsc{Infant Agent}, integrating task-aware functions, operators, a hierarchical management system, and a memory retrieval mechanism. Together, these components enable large lan"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.01114","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/2411.01114/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"}