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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Zhiyuan He

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Preprint Aug 2026

SIR: Self-improving Red-teaming for Compute Use Agents

Computer-use agents (CUAs) are agents powered by vision-language models (VLMs) that perceive a screen and operate an operating system through mouse, keyboard, and terminal interactions to automate everyday digital tasks. Their exposure to untrusted content creates a risk of indirect prompt injection (IPI), where an adv...

Chen Xiong, Zhi-Yuan He, Pin-Yu Chen et al. · 0 citations
#artificial intelligence Preprint Aug 2026

SIR: Self-improving Red-teaming for Compute Use Agents

SIR is presented, a black box IPI attack that composes stealthy injections from a small library of reusable principles stated in plain language and wraps composition in an iterative feedback loop that diagnoses the victim's failed trajectories and distills the bypasses into new, named strategies that are reapplied acro...

Chen Xiong, Zhi-Yuan He, Pin-Yu Chen et al. · 0 citations

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