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Author

Victoria Lovelace

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Review Sep 2026

Big Enough to Break Out: Tracking the Rising Capability of LLM Penetration-Testing Agents

Large language model (LLM) agents are increasingly applied to penetration testing, but we still know little about what they can do or how they fail. We compare two PentestGPT-based systems: a legacy human-in-the-loop system running the open-weight Kimi K2.5, and a newer autonomous system running Claude Opus 4.8. Across...

Victoria Lovelace, Cameron Berryman, Yu-Han You et al. · 0 citations
Preprint Aug 2026

Tiny Enough to Break In: Agentic Remote Access Trojans Powered by Small Language Models

This work examines cyber threats that reason, act, and adapt locally without continuous human direction through an Agentic Remote Access Trojan augmented with a locally deployed Small Language Model (SLM), and tests whether a model this small can support autonomous cyber decision-making.

Yu-Han You, S. Adavelly, Victoria Lovelace et al. · 1 citation

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