mlsanityData to 14 Oct 2026

A Survey on Agent Workflow -- Status and Future

arXiv 2508.01186 ↗First posted 2 Aug 2025cs.AI cs.HCcited by 14

On the map: LLM agents and tool use → Software engineering coding agents

Abstract (arXiv)

In the age of large language models (LLMs), autonomous agents have emerged as a powerful paradigm for achieving general intelligence. These agents dynamically leverage tools, memory, and reasoning capabilities to accomplish user-defined goals. As agent systems grow in complexity, agent workflows-structured orchestration frameworks-have become central to enabling scalable, controllable, and secure AI behaviors. This survey provides a comprehensive review of agent workflow systems, spanning academic frameworks and industrial implementations. We classify existing systems along two key dimensions: functional capabilities (e.g., planning, multi-agent collaboration, external API integration) and architectural features (e.g., agent roles, orchestration flows, specification languages). By comparing over 20 representative systems, we highlight common patterns, potential technical challenges, and emerging trends. We further address concerns related to workflow optimization strategies and security. Finally, we outline open problems such as standardization and multimodal integration, offering insights for future research at the intersection of agent design, workflow infrastructure, and safe automation.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Placed in Software engineering coding agents, one of 16 directions in LLM agents and tool use. Builds on 43 of its 81 references that are in the map. First posted on arXiv 2 Aug 2025.

Builds on

43 of 81 references.

Closest ancestors · 5

Same direction, newest first

  1. 2025Why Do Multi-Agent LLM Systems Fail?17 Mar
  2. 2024WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models8 Nov
  3. 2024AutoFlow: Automated Workflow Generation for Large Language Model Agents1 Jul
  4. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation16 Aug
  5. 2023ChatDev: Communicative Agents for Software Development16 Jul

Other references · 38

  1. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  2. 2023Tree of Thoughts: Deliberate Problem Solving with Large Language Modelscited by 3,211
  3. 2022Do As I Can, Not As I Say: Grounding Language in Robotic Affordancescited by 2,348
  4. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
  5. 2023The Rise and Potential of Large Language Model Based Agents: A Surveycited by 1,439
  6. 2023CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Societycited by 1,395
  7. 2022Inner Monologue: Embodied Reasoning through Planning with Language Modelscited by 1,081
  8. 2023Large Language Models as Optimizerscited by 864
  9. 2023Reasoning with Language Model is Planning with World Modelcited by 861
  10. 2023DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelinescited by 832
  11. 2023AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviorscited by 598
  12. 2025Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directionscited by 265
26 more
  1. 2021ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generationcited by 260
  2. 2025Agentic Retrieval-Augmented Generation: A Survey on Agentic RAGcited by 249
  3. 2024Magentic-One: A Generalist Multi-Agent System for Solving Complex Taskscited by 232
  4. 2024Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agentscited by 218
  5. 2019Multi-Agent Pathfinding: Definitions, Variants, and Benchmarkscited by 199
  6. 2023ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Modelscited by 184
  7. 2024The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Surveycited by 168
  8. 2024The Emerged Security and Privacy of LLM Agent: A Survey with Case Studiescited by 131
  9. 2024AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathwayscited by 127
  10. 2023Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecturecited by 122
  11. 2025Unveiling Privacy Risks in LLM Agent Memorycited by 101
  12. 2025TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Toolscited by 59
  13. 2023Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environmentcited by 37
  14. 2019EvalAI: Towards Better Evaluation Systems for AI Agentscited by 34
  15. 2024OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquercited by 34
  16. 2025API Agents vs. GUI Agents: Divergence and Convergencecited by 29
  17. 2024Security of AI Agentscited by 26
  18. 2025Multi-Agent Simulator Drives Language Models for Legal Intensive Interactioncited by 22
  19. 2019Optimization for Reinforcement Learning: From Single Agent to Cooperative Agentscited by 20
  20. 2024Enhancing Investment Analysis: Optimizing AI-Agent Collaboration in Financial Researchcited by 14
  21. 2024AI Agent for Education: von Neumann Multi-Agent System Frameworkcited by 12
  22. 2024CREW: Facilitating Human-AI Teaming Researchcited by 11
  23. 2024LiPUP-MA: A Residential Experience-centric Multi-Agent Framework for Living-in-the-loop Participatory Urban Planningcited by 8
  24. 2025Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuningcited by 7
  25. 2023AI Agent as Urban Planner: Steering Stakeholder Dynamics in Urban Planning via Consensus-based Multi-Agent Reinforcement Learningcited by 4
  26. 2022Analysis Of The Anytime MAPF Solvers Based On The Combination Of Conflict-Based Search (CBS) and Focal Search (FS)cited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 3; 2026: 11.

14 papers.

Sort:

By area:

Similar, not cited

Close in wording, no citation either way

  1. 2025A Practical Guide for Designing, Developing, and Deploying Production-Grade Agentic AI Workflows
  2. 2025Orchestrating Human-AI Teams: The Manager Agent as a Unifying Research Challenge
  3. 2026AgentFactory: Towards Automated Agentic System Design and Optimization
  4. 2025Flow: Modularized Agentic Workflow Automation
  5. 2026Beyond Rule-Based Workflows: An Information-Flow-Orchestrated Multi-Agents Paradigm via Agent-to-Agent Communication from CORAL
  6. 2025Self-Organizing Agent Network for LLM-based Workflow Automation
  7. 2026Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline
  8. 2025Difficulty-Aware Agentic Orchestration for Query-Specific Multi-Agent Workflows