LLM Agent Orchestration

LLM: Large Language Model

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26 papers in the last four weeks, up 53% on the four weeks before. 0.3% of all new papers.

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  1. Where Should Agents Live? Energy-Memory Characterization of Agentic AI for the Edge-Cloud Continuum

    Sep 16, 2026Carolina Fortuna, Vid Hanžel, Tim Strnad +1LLM Inference EfficiencyEnergy-Efficient ML

    Department of Communication Systems, Jožef Stefan Institute, Jamova cesta 39, 1000 Ljubljana, Slovenia

  2. ANASSA: An Agentic AI Orchestration Framework for Spatial Intelligence

    Sep 13, 2026Constantinos Papantoniou, Brian HiltonLLM Agent OrchestrationGeospatial Reasoning

    Anassa.ai USA · Research Scientist USA

  3. Do Not Restart: Residual Completion for Stateful Agent Handoffs

    Sep 12, 2026Runzhi Deng, Yiming Zhong, Fang Zhao +1LLM Agent OrchestrationRuntime Enforcement for AI Agents

    Nanjing University · Singapore Management University

  4. A Voice-Interactive Multi-Agent System for Smart Operating Rooms: Architecture Design and Key Technologies

    Sep 10, 2026Tianxiang ZhouLanguage Model-Based ControlLLM Agent Orchestration

    Wuhan United Imaging Surgical Co., Ltd. (UIS) Wuhan, China

  5. Subagents vs Agent Skills: Executing Reusable Knowledge for Long-Horizon Agentic Tasks

    Sep 10, 2026Wasu Top Piriyakulkij, Rachel Lawrence, Alicia Curth +2LLM Agent OrchestrationLong-Horizon Agent Tasks

    Cornell University · Microsoft Research Cambridge

  6. Avatar: Toward Autonomous End-to-End Orchestration of Scientific Workflows using LLMs

    Sep 9, 2026Suman Raj, Hai Duc Nguyen, Haochen Pan +3LLM Agent OrchestrationLLM Agent Workflow Optimization

    Department of Computer Science, University of Chicago, IL, USA · Data Science and Learning Division, Argonne National Laboratory, Lemont, IL, USA

  7. UnitBoost: Managing Compound LLM Systems with a Merge Operator, Not a Model

    Sep 9, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +2Multi-Agent System OptimizationLLM Agent Orchestration

    AWS Generative AI Innovation Center

  8. PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving

    Sep 8, 2026Yuan Gao, Sebastian Müller, Mattia Piccinini +5Autonomous Driving Safety EvaluationLLM Agent Orchestration

    Professorship of Autonomous Vehicle Systems, TUM School of Engineering and Design, Technical University of Munich, 85748 Garching, Germany · University College London, London, United Kingdom

  9. La Agente 'Optima: Towards Agentic Self-Driving Laboratories

    Sep 7, 2026Marcel Müller, Jiaru Bai, Willi Gottstein +14Bayesian OptimizationLarge Language Model-Guided Optimization

    Department of Chemistry, University of Toronto, 80 St. George St., Toronto, ON M5S 3H6, Canada · Vector Institute for Artificial Intelligence, W1140-108 College St., Schwartz Reisman Innovation Campus, Toronto, ON2026 M5G 0C6, Canada · Acceleration Consortium, 700 University Ave., Toronto, ON M7A 2S4, Canada +11

  10. From Monolithic Blending to Agentic Orchestration: Dynamic Response for Conversational Assistants at Scale

    Sep 4, 2026Cen Mia Zhao, Peng Wang, Chuan Shi +6Customer Support AutomationLLM Agent Orchestration

    Airbnb, Inc.

  11. Adapting to Evolving Requirements: Agentic AI for Retail Supply Chain Operations

    Sep 3, 2026Lei Zheng, Liping Yang, Zihao Li +3LLM Agent OrchestrationLLM Decision-Making

    School of Business and Management, Hong Kong University of Science and Technology · School of Management, University of Science and Technology of China · Institute of Operations Research and Analytics, National University of Singapore +1

  12. Harness Engineering in LLM Tool Use via Agent-Native Reusable Tool Primitives

    Sep 1, 2026Haibo Jin, Suijin Wang, Xucheng Yu +2Tool-Augmented Language Model AgentsLLM Agent Orchestration

    School of Information Sciences University of Illinois at Urbana-Champaign Champaign, IL 61820 · Independent Researcher Starc Institute

  13. Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs

    Sep 1, 2026Wentao Zhang, Syed Shariyar Murtaza, Junaid Ahmad Bhatti +4LLM Agent OrchestrationLLM Agent Workflow Optimization

    University of Waterloo · Manulife

  14. Dr. Claw: An AI Scientist Workspace for Vibe Research

    Aug 31, 2026Dingjie Song, Hanrong Zhang, Dawei Liu +10AI Agents for Scientific DiscoveryCoding Agents

    Lehigh University · University of Illinois Chicago · University of Pennsylvania +3

  15. SwarmBench: Can Large Language Models Act as Agent Swarm Orchestrators?

    Aug 31, 2026Jinshan Gao, Zhuoran Jin, Tianyi Men +2LLM Agent OrchestrationAI Agent Benchmarks

    The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China

  16. EMERGE-Policy: A Robot Mind Emerges Beyond a Single Policy

    Aug 30, 2026Zhirui Fang, Qingchi Yu, Ziyang Chen +18Cognitive Architectures for AI AgentsRobot Policy Learning

    Tsinghua University · Nanjing University of Science and Technology · Xi’an Jiaotong University +3

  17. FRAMEWORKERS: A Dynamic Multi-Agent Framework for AI-Generated Video Production

    Aug 30, 2026Zhendong Li, Lei Sun, Letian Shi +8Multi-Agent OrchestrationAgentic Video Generation

    INSAIT, Sofia University “St. Kliment Ohridski”, Sofia, Bulgaria · Snap Inc., New York, USA

  18. A Systematic Survey of Agentic Skills: Architecture, Lifecycle, and Security

    Aug 30, 2026Sanket Badhe, Deep Shah, Priyanka Tiwari +1LLM Agent OrchestrationLLM Agent Skill Learning

    Google LLC · Purdue University

  19. TRACE: A Self-Evolving Skill Bank for Consistent, Limit-Aware LLM Agents

    Aug 24, 2026Wenhao Wu, Menghao Zhang, Xin Wang +3Tool-Augmented Language Model AgentsLLM Agent Orchestration

    Xiaomi Inc. · Nanjing University · Tsinghua University

  20. MARC v1: An Open-Source Multi-Agent Framework for Clinical AI Reasoning and Coordination

    Aug 13, 2026Saisha Shetty, Satvik Tripathi, Austin Lin +6Multi-Agent LLM SystemsLLM Agent Orchestration

    1. College of Engineering, University of California, Davis · 2. Perelman School of Medicine, University of Pennsylvania · 3. School of Engineering and Applied Science, University of Pennsylvania +2

  21. Ready Cohorts: Bounding GPU Opportunity and Avoiding Host Round Trips in LLM-Agent Control

    Aug 12, 2026Josef Liyanjun ChenLLM Agent OrchestrationAgent Harness Optimization

    Independent Researcher

  22. A Modular Agentic Framework for Synthetically Constrained Multi-Objective Hit-to-Lead Optimization

    Aug 11, 2026Kelvin P. Idanwekhai, Enes Kelestemur, Benjamin Strickland +6Molecular OptimizationLLM Agent Orchestration

    Department of Chemistry, UNC Chapel Hill, Chapel Hill, NC, USA · Division of Chemical Biology and Medicinal Chemistry, Eshelman School of Pharmacy at UNC, Chapel Hill, NC, USA · Department of Applied Physical Sciences, UNC Chapel Hill, NC, USA +1

  23. Conversational Orchestration for Organic 6G

    Aug 11, 2026Masoud Shokrnezhad, Tarik TalebMulti-Agent Orchestration6G Networks

    ICTFICIAL Oy, Espoo, Finland · Ruhr University Bochum, Bochum, Germany

  24. Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent

    Aug 11, 2026Fanqi Zhou, Qiaosheng Chen, Zixian Huang +1Training Data CurationInstruction-Tuning Data Selection

    State Key Laboratory of Novel Software Technology, Nanjing University · Shanghai Artificial Intelligence Laboratory

  25. STAIR: Effective Incident Response Using an End-to-End Agentic Planning Framework

    Aug 10, 2026Hanlin Jiang, Jionghao Huang, Shaofei Li +6Autonomous Cyber DefenseLLM Agent Orchestration

    Key Laboratory of High Confidence Software Technologies, Peking University, Ministry of Education · Southeast University · Huawei Technologies Co., Ltd.

  26. SiriusDeliver: Automating Data Warehouse Delivery at Tencent

    Aug 10, 2026Haining Xie, Xiaokai Zhou, Jiaming Yang +12LLM Agent OrchestrationLLM Agent Self-Improvement

    TEG, Tencent Inc. · Wuhan University

  27. Agent-MD: Selective LLM Intervention with Event-Driven Escalation for Stateful GCMC--MD Campaigns

    Aug 7, 2026Yijie Wang, Zhen-Yu Yin, Zhenheng Tang +1LLM Agent OrchestrationScientific Workflow Automation

    Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR, China · Thrust of Artificial Intelligence, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  28. From Single Chatbots to Governed Agent Ecosystems: An Agentic AI Pattern Catalogue and Orchestration Framework for Mission-Critical Hospital Information Management Systems

    Aug 7, 2026Manideep Dhar, Ritwik Singh, Sharat Chandra Kumar ManikondaHealthcareLLM Agent Orchestration

    Chief Operating Officer and Head of Research and Development, Instil-it, Hyderabad, Telangana. · Chief AI Architect Engineer, Instil-it, Hyderabad, Telangana · Chief Executive Officer, Managing Director and Chief Data Scientist, Instil-it, Hyderabad, Telangana

  29. ChainClaw: A Layered Agent Framework for Reliable On-Chain Execution

    Aug 6, 2026Jiacheng Wei, Zhaoxin Fan, Xin Wen +5LLM Agent OrchestrationAI Agent Monitoring

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China · School of Artificial Intelligence, Beihang University, Beijing, China · Zhongguancun Laboratory, Beihang University, Beijing, China +1

  30. DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data

    Aug 5, 2026Ruilin Wang, Bo-Hong Wang, Elizabeth Kourbatski +6LLM Agent OrchestrationAutomated Machine Learning

    School of Computer Science, McGill University, Montreal, Canada · Mila – Quebec AI Institute, Montreal, Canada · Centre intégré universitaire de santé et de services sociaux de l’Estrie – Centre hospitalier universitaire de Sherbrooke (CIUSSSE-CHUS), Sherbrooke, Canada +2