mlsanityData to 7 Oct 2026

Blind Gods and Broken Screens: Architecting a Secure, Intent-Centric Mobile Agent Operating System

arXiv 2602.10915 ↗First posted 11 Feb 2026cs.CR cs.AIcited by 3

On the map: LLM agents and tool use → Agent threats, guardrails and governance

Abstract (arXiv)

The evolution of Large Language Models (LLMs) has shifted mobile computing from App-centric interactions to system-level autonomous agents. Current implementations predominantly rely on a "Screen-as-Interface" paradigm, which inherits structural vulnerabilities and conflicts with the mobile ecosystem's economic foundations. In this paper, we conduct a systematic security analysis of state-of-the-art mobile agents using Doubao Mobile Assistant as a representative case. We decompose the threat landscape into four dimensions - Agent Identity, External Interface, Internal Reasoning, and Action Execution - revealing critical flaws such as fake App identity, visual spoofing, indirect prompt injection, and unauthorized privilege escalation stemming from a reliance on unstructured visual data. To address these challenges, we propose Aura, an Agent Universal Runtime Architecture for a clean-slate secure agent OS. Aura replaces brittle GUI scraping with a structured, agent-native interaction model. It adopts a Hub-and-Spoke topology where a privileged System Agent orchestrates intent, sandboxed App Agents execute domain-specific tasks, and the Agent Kernel mediates all communication. The Agent Kernel enforces four defense pillars: (i) cryptographic identity binding via a Global Agent Registry; (ii) semantic input sanitization through a multilayer Semantic Firewall; (iii) cognitive integrity via taint-aware memory and plan-trajectory alignment; and (iv) granular access control with non-deniable auditing. Evaluation on MobileSafetyBench shows that, compared to Doubao, Aura improves low-risk Task Success Rate from roughly 75% to 94.3%, reduces high-risk Attack Success Rate from roughly 40% to 4.4%, and achieves near-order-of-magnitude latency gains. These results demonstrate Aura as a viable, secure alternative to the "Screen-as-Interface" paradigm.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 19 of its 50 references that are in the map. First posted on arXiv 11 Feb 2026.

Builds on

19 of 50 references.

Closest ancestors · 5

Same direction, newest first

  1. 2025Identity Management for Agentic AI: The new frontier of authorization, authentication, and security for an AI agent world29 Oct
  2. 2025BlockA2A: Towards Secure and Verifiable Agent-to-Agent Interoperability2 Aug
  3. 2025From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents19 May
  4. 2025A Survey on the Safety and Security Threats of Computer-Using Agents: JARVIS or Ultron?16 May
  5. 2025The Obvious Invisible Threat: LLM-Powered GUI Agents' Vulnerability to Fine-Print Injections15 Apr

Other references · 14

  1. 2020Language Models are Few-Shot Learnerscited by 32,199
  2. 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arenacited by 8,393
  3. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,355
  4. 2023Universal and Transferable Adversarial Attacks on Aligned Language Modelscited by 2,914
  5. 2023Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injectioncited by 1,339
  6. 2020MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devicescited by 476
  7. 2024Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perceptioncited by 283
  8. 2024AutoGLM: Autonomous Foundation Agents for GUIscited by 96
  9. 2024MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device Controlcited by 49
  10. 2025VeriSafe Agent: Safeguarding Mobile GUI Agent via Logic-based Action Verificationcited by 20
  11. 2025SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agentscited by 14
  12. 2026Anonymization-Enhanced Privacy Protection for Mobile GUI Agents: Available but Invisiblecited by 5
2 more
  1. 2025CORE: Reducing UI Exposure in Mobile Agents via Collaboration Between Cloud and Local LLMscited by 4
  2. 2025A First Look at Privacy Risks of Android Task-executable Voice Assistant Applicationscited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 3.

3 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2026AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure Interaction
  2. 2026(A)I Sees What You Don't: Exploiting New Attack Surfaces in Third-Party Mobile Agents
  3. 2026Toward Securing AI Agents Like Operating Systems
  4. 2026AgenticOS: An Intent-Oriented Secure Operating System Architecture for Autonomous AI Agents
  5. 2026PalmClaw: A Native On-Device Agent Framework for Mobile Phones
  6. 2025Invisible to Humans, Triggered by Agents: Stealthy Jailbreak Attacks on Mobile Vision-Language Agents
  7. 2025Mobile GUI Agents under Real-world Threats: Are We There Yet?
  8. 2026Mind the Gap: Action Rebinding Attacks against Android GUI Agents