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Author

Scott Buffett

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#artificial intelligence Preprint Sep 2026

Where Cyber Agents Struggle: Bottleneck Analysis of Multi-Stage LLM Agents

This work presents an end-to-end diagnostic study of an Autonomous Adversary system with orchestrator, executor, and validator LLMs in enterprise-like lateral-movement scenarios and uses comparative LLM-as-a-Judge analysis to identify planning deficiencies.

Saeedeh Lohrasbi, Mohammad Mamun, Ahmed Yehia et al. · 0 citations
Review Open access Aug 2026

From static tasks to dynamic reasoning: a characterization framework and study of large language models in next-generation cybersecurity automation

This work surveys recent LLM-based systems across seven core domains and identifies the need for privacy-aware deployment, timely retrieval and knowledge maintenance for emerging threats, process-level evaluation tied to measurable security outcomes, and human oversight within controlled and hybrid automation workflows...

Hanxin Yu, Shahrear Iqbal, E. C. Pinto et al. · 0 citations

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