mlsanityData to 7 Oct 2026

AgentGUI: An Interface for Observing and Steering Long-Running AI Agents

arXiv 2607.26300 ↗First posted 28 Jul 2026cs.CL cs.AI cs.HCcited by 0

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Abstract (arXiv)

AI agents are increasingly adept at tackling complex, long-running tasks. With the rapid surge of autonomous capabilities, human oversight is systematically lagging behind due to limited human-centered interfacing. Aiming to address this, we introduce AgentGUI, a user-friendly, locally hosted GUI for seamlessly observing and steering AI agents amid multiple concurrent, long-running sessions. AgentGUI features 1) rich agent trajectory visualizations, 2) effective manual and automated steering, and 3) integration with and coordination between open-source and frontier agent frameworks. A controlled user study demonstrates statistically significant reduction in the time it takes to identify key elements from agent traces (38% faster, p = 0.023). In a preliminary experiment, AgentGUI's automated drift prevention feature raises the task completion rate of small local agents by as high as 34pp across a 0.8B--9B model ladder (N=50 runs per model). AgentGUI is publicly available through its project website (https://agent-gui-project.github.io) and open-source repository (https://github.com/eth-medical-ai-lab/agent-gui), along with a demo video (https://youtube.com/watch?v=GSDyxN1gTF0).

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 28 references that are in the map. First posted on arXiv 28 Jul 2026.

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12 of 28 references.

References · 12

  1. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,355
  2. 2024SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineeringcited by 1,628
  3. 2024Executable Code Actions Elicit Better LLM Agentscited by 537
  4. 2023MLAgentBench: Evaluating Language Agents on Machine Learning Experimentationcited by 339
  5. 2025MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understandingcited by 212
  6. 2025AIDE: AI-Driven Exploration in the Space of Codecited by 206
  7. 2026Towards End-to-End Automation of AI Researchcited by 150
  8. 2025Interactive Debugging and Steering of Multi-Agent AI Systemscited by 68
  9. 2025Magentic-UI: Towards Human-in-the-loop Agentic Systemscited by 41
  10. 2025Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agentscited by 31
  11. 2024AgentLens: Visual Analysis for Agent Behaviors in LLM-based Autonomous Systemscited by 23
  12. 2025ResearStudio: A Human-Intervenable Framework for Building Controllable Deep-Research Agentscited by 3

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