RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments
On the map: LLM agents and tool use → Agent threats, guardrails and governance
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Abstract (arXiv)
Computer-use agents (CUAs) promise to automate complex tasks across operating systems (OS) and the web, but remain vulnerable to indirect prompt injection. Current evaluations of this threat either lack support realistic but controlled environments or ignore hybrid web-OS attack scenarios involving both interfaces. To address this, we propose RedTeamCUA, an adversarial testing framework featuring a novel hybrid sandbox that integrates a VM-based OS environment with Docker-based web platforms. Our sandbox supports key features tailored for red teaming, such as flexible adversarial scenario configuration, and a setting that decouples adversarial evaluation from navigational limitations of CUAs by initializing tests directly at the point of an adversarial injection. Using RedTeamCUA, we develop RTC-Bench, a comprehensive benchmark with 864 examples that investigate realistic, hybrid web-OS attack scenarios and fundamental security vulnerabilities. Benchmarking current frontier CUAs identifies significant vulnerabilities: Claude 3.7 Sonnet | CUA demonstrates an ASR of 42.9%, while Operator, the most secure CUA evaluated, still exhibits an ASR of 7.6%. Notably, CUAs often attempt to execute adversarial tasks with an Attempt Rate as high as 92.5%, although failing to complete them due to capability limitations. Nevertheless, we observe concerning high ASRs in realistic end-to-end settings, with the strongest-to-date Claude 4.5 Sonnet | CUA exhibiting the highest ASR of 60%, indicating that CUA threats can already result in tangible risks to users and computer systems. Overall, RedTeamCUA provides an essential framework for advancing realistic, controlled, and systematic analysis of CUA vulnerabilities, highlighting the urgent need for robust defenses to indirect prompt injection prior to real-world deployment.
Key facts. Cited by 46 papers in the map (data through 14 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 38 of its 61 references that are in the map. First posted on arXiv 28 May 2025.
Builds on
38 of 61 references.
Closest ancestors · 16
Same direction, newest first
- 2025LlamaFirewall: An open source guardrail system for building secure AI agents6 May
- 2025WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks22 Apr
- 2025DoomArena: A framework for Testing AI Agents Against Evolving Security Threats18 Apr
- 2025The Obvious Invisible Threat: LLM-Powered GUI Agents' Vulnerability to Fine-Print Injections15 Apr
- 2025SafeArena: Evaluating the Safety of Autonomous Web Agents6 Mar
- 2025AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection17 Feb
- 2025Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks12 Feb
- 2024Attacking Vision-Language Computer Agents via Pop-ups4 Nov
- 2024AdvAgent: Controllable Blackbox Red-teaming on Web Agents22 Oct
- 2024AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents11 Oct
- 2024ST-WebAgentBench: A Benchmark for Evaluating Safety and Trustworthiness in Web Agents9 Oct
- 2024EIA: Environmental Injection Attack on Generalist Web Agents for Privacy Leakage17 Sep
4 more
- 2024Dissecting Adversarial Robustness of Multimodal LM Agents18 Jun
- 2024InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents5 Mar
- 2024R-Judge: Benchmarking Safety Risk Awareness for LLM Agents18 Jan
- 2023Identifying the Risks of LM Agents with an LM-Emulated Sandbox25 Sep
Other references · 22
- 2024GPT-4o System Cardcited by 4,588
- 2023WebArena: A Realistic Web Environment for Building Autonomous Agentscited by 2,006
- 2023Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injectioncited by 1,443
- 2024HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusalcited by 1,429
- 2022WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agentscited by 1,251
- 2023Mind2Web: Towards a Generalist Agent for the Webcited by 1,242
- 2024OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environmentscited by 1,195
- 2025UI-TARS: Pioneering Automated GUI Interaction with Native Agentscited by 610
- 2024The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructionscited by 493
- 2024Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agentscited by 382
- 2024StruQ: Defending Against Prompt Injection with Structured Queriescited by 375
- 2024TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Taskscited by 326
10 more
- 2024Defending Against Indirect Prompt Injection Attacks With Spotlightingcited by 267
- 2023Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Modelscited by 264
- 2024Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scalecited by 223
- 2024The BrowserGym Ecosystem for Web Agent Researchcited by 161
- 2025Agent S2: A Compositional Generalist-Specialist Framework for Computer Use Agentscited by 159
- 2025GuardReasoner: Towards Reasoning-based LLM Safeguardscited by 100
- 2024Can LLMs Separate Instructions From Data? And What Do We Even Mean By That?cited by 81
- 2025REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websitescited by 45
- 2024HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI Interactionscited by 44
- 2024InjecGuard: Benchmarking and Mitigating Over-defense in Prompt Injection Guardrail Modelscited by 42
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Citing papers per year: 2025: 10; 2026: 36.
46 papers.
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- 2025Magentic-UI: Towards Human-in-the-loop Agentic Systemscited by 43
- 2025Defending Against Prompt Injection with DataFiltercited by 35
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- 2026Poison Once, Exploit Forever: Environment-Injected Memory Poisoning Attacks on Web Agentscited by 24
- 2025MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environmentscited by 23
- 2025WebGuard: Building a Generalizable Guardrail for Web Agentscited by 21
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- 2026DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agentscited by 13
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- 2025Just Do It!? Computer-Use Agents Exhibit Blind Goal-Directednesscited by 9
- 2025RedCodeAgent: Automatic Red-teaming Agent against Diverse Code Agentscited by 9
34 more
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- 2025Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphscited by 7
- 2026Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluationcited by 7
- 2026Atomicity for Agents: Exposing, Exploiting, and Mitigating TOCTOU Vulnerabilities in Browser-Use Agentscited by 6
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Futurecited by 6
- 2026SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Constructioncited by 6
- 2025Your Harness is Not Secure: Benchmarking Real-world Threat of Command Line Interface Agentcited by 5
- 2026SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agentscited by 4
- 2026Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agentscited by 3
- 2026ROGUE: Evaluating Corrigibility Failures in Frontier Computer-Use Agentscited by 3
- 2026AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agentcited by 3
- 2026Untrusted Content Masking for Web Agents with Security Guaranteescited by 3
- 2026StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injectioncited by 3
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- 2026Don't Click That: Teaching Web Agents to Resist Deceptive Interfacescited by 1
- 2026PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documentscited by 1
- 2026Domain-Conditioned Safety in Frontier Computer-Using Agents: A 793-Episode Browser Benchmark, a Coding-Domain Cross-Reference, and a Reproducibility Audit of Recent Red-Teamingcited by 1
- 2026WebChallenger: A Reliable and Efficient Generalist Web Agentcited by 1
- 2026Invisible Ink Threats: Adversarial Goals Behind Legitimate Tasks in Computer-Use Agentscited by 1
- 2026Readable Before Actionable: Causal Tracing of Indirect Prompt Injectioncited by 1
- 2026RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Managementcited by 0
- 2026Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliabilitycited by 0
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- 2026CoDeL: Co-Evolutionary Defense against Indirect Prompt Injection in LLM-based Agentscited by 0
- 2026The Backdrop Exposes What the World Around an Agent Costs Itcited by 0
- 2026BrowseSafe++: Benchmarking Prompt Injection Detection Across Web Contexts, Languages, and Browser Viewscited by 0
- 2026BrowseSafe++: Benchmarking Prompt Injection Detection Across Web Contexts, Languages, and Browser Views12 Oct 2026
- 2026Readable Before Actionable: Causal Tracing of Indirect Prompt Injection4 Oct 2026
- 2026The Backdrop Exposes What the World Around an Agent Costs It29 Sep 2026
- 2026CoDeL: Co-Evolutionary Defense against Indirect Prompt Injection in LLM-based Agents28 Sep 2026
- 2026When the Agent Becomes the Kernel: A Systematization of Security on the Path to AI-Native Operating Systems20 Sep 2026
- 2026AgentHijack: Visual Patch Attacks on Multimodal Computer-Use Agents6 Sep 2026
- 2026SIR: Self-improving Red-teaming for Compute Use Agents31 Aug 2026
- 2026ADeptS-Bench: Measuring the Trustworthiness of Computer Use Agents Across Devices25 Aug 2026
- 2026StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection6 Aug 2026
- 2026Qwen-CUA: Native Computer Use for (almost) Everything3 Aug 2026
- 2026Invisible Ink Threats: Adversarial Goals Behind Legitimate Tasks in Computer-Use Agents3 Aug 2026
- 2026Humanly: A Configurable and Traceable Environment for Human-AI Collaborative Writing23 Jul 2026
34 more
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- 2026AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent21 Jun 2026
- 2026Hidden in Plain Sight: Benchmarking Agent Safety Against Decomposition Attacks with DECOMPBENCH12 Jun 2026
- 2026Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation9 Jun 2026
- 2026WebChallenger: A Reliable and Efficient Generalist Web Agent9 Jun 2026
- 2026Domain-Conditioned Safety in Frontier Computer-Using Agents: A 793-Episode Browser Benchmark, a Coding-Domain Cross-Reference, and a Reproducibility Audit of Recent Red-Teaming3 Jun 2026
- 2026SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Construction1 Jun 2026
- 2026ROGUE: Evaluating Corrigibility Failures in Frontier Computer-Use Agents29 May 2026
- 2026Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents28 May 2026
- 2026Trust No Tool: Evaluating and Defending LLM Agents under Untrusted Tool Feedback17 May 2026
- 2026PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents11 May 2026
- 2026Don't Click That: Teaching Web Agents to Resist Deceptive Interfaces10 May 2026
- 2026Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliability8 May 2026
- 2026DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agents6 May 2026
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future30 Apr 2026
- 2026SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents28 Apr 2026
- 2026RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management15 Apr 2026
- 2026The Blind Spot of Agent Safety: How Benign User Instructions Expose Critical Vulnerabilities in Computer-Use Agents12 Apr 2026
- 2026Poison Once, Exploit Forever: Environment-Injected Memory Poisoning Attacks on Web Agents3 Apr 2026
- 2026Dual-Modality Multi-Stage Adversarial Safety Training: Robustifying Multimodal Web Agents Against Cross-Modal Attacks4 Mar 2026
- 2026Atomicity for Agents: Exposing, Exploiting, and Mitigating TOCTOU Vulnerabilities in Browser-Use Agents28 Feb 2026
- 2026Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents13 Feb 2026
- 2026When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents9 Feb 2026
- 2026LPS-Bench: Benchmarking Safety Awareness of Computer-Use Agents in Long-Horizon Planning under Benign and Adversarial Scenarios3 Feb 2026
- 2025Defending Against Prompt Injection with DataFilter22 Oct 2025
- 2025Your Harness is Not Secure: Benchmarking Real-world Threat of Command Line Interface Agent8 Oct 2025
- 2025FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents3 Oct 2025
- 2025RedCodeAgent: Automatic Red-teaming Agent against Diverse Code Agents2 Oct 2025
- 2025Just Do It!? Computer-Use Agents Exhibit Blind Goal-Directedness2 Oct 2025
- 2025Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs1 Oct 2025
- 2025Magentic-UI: Towards Human-in-the-loop Agentic Systems30 Jul 2025
- 2025WebGuard: Building a Generalizable Guardrail for Web Agents18 Jul 2025
- 2025Build the web for agents, not agents for the web12 Jun 2025
- 2025MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environments2 Jun 2025
- 2025Magentic-UI: Towards Human-in-the-loop Agentic Systemscited by 43
- 2026Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agentscited by 30
- 2026Poison Once, Exploit Forever: Environment-Injected Memory Poisoning Attacks on Web Agentscited by 24
- 2025MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environmentscited by 23
- 2025WebGuard: Building a Generalizable Guardrail for Web Agentscited by 21
- 2025Build the web for agents, not agents for the webcited by 18
- 2025FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agentscited by 16
- 2026The Blind Spot of Agent Safety: How Benign User Instructions Expose Critical Vulnerabilities in Computer-Use Agentscited by 12
- 2025Just Do It!? Computer-Use Agents Exhibit Blind Goal-Directednesscited by 9
- 2025RedCodeAgent: Automatic Red-teaming Agent against Diverse Code Agentscited by 9
- 2026LPS-Bench: Benchmarking Safety Awareness of Computer-Use Agents in Long-Horizon Planning under Benign and Adversarial Scenarioscited by 9
- 2026When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agentscited by 8
12 most cited of 35 All 35 (JSON)
- 2026Readable Before Actionable: Causal Tracing of Indirect Prompt Injection4 Oct 2026
- 2026CoDeL: Co-Evolutionary Defense against Indirect Prompt Injection in LLM-based Agents28 Sep 2026
- 2026When the Agent Becomes the Kernel: A Systematization of Security on the Path to AI-Native Operating Systems20 Sep 2026
- 2026AgentHijack: Visual Patch Attacks on Multimodal Computer-Use Agents6 Sep 2026
- 2026SIR: Self-improving Red-teaming for Compute Use Agents31 Aug 2026
- 2026ADeptS-Bench: Measuring the Trustworthiness of Computer Use Agents Across Devices25 Aug 2026
- 2026StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection6 Aug 2026
- 2026Invisible Ink Threats: Adversarial Goals Behind Legitimate Tasks in Computer-Use Agents3 Aug 2026
- 2026Untrusted Content Masking for Web Agents with Security Guarantees6 Jul 2026
- 2026AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent21 Jun 2026
- 2026Hidden in Plain Sight: Benchmarking Agent Safety Against Decomposition Attacks with DECOMPBENCH12 Jun 2026
- 2026Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation9 Jun 2026
12 newest of 35 All 35 (JSON)
- 2026Qwen-CUA: Native Computer Use for (almost) Everythingcited by 8
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Futurecited by 6
- 2026ROGUE: Evaluating Corrigibility Failures in Frontier Computer-Use Agentscited by 3
- 2026PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documentscited by 1
- 2026Humanly: A Configurable and Traceable Environment for Human-AI Collaborative Writingcited by 0
- 2026The Backdrop Exposes What the World Around an Agent Costs Itcited by 0
- 2026The Backdrop Exposes What the World Around an Agent Costs It29 Sep 2026
- 2026Qwen-CUA: Native Computer Use for (almost) Everything3 Aug 2026
- 2026Humanly: A Configurable and Traceable Environment for Human-AI Collaborative Writing23 Jul 2026
- 2026ROGUE: Evaluating Corrigibility Failures in Frontier Computer-Use Agents29 May 2026
- 2026PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents11 May 2026
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future30 Apr 2026
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