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cs.AI2025
ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction
Haoyu Wang, Christopher M. Poskitt, Jiali Wei +1
Large Language Model (LLM) agents increasingly operate across domains such as robotics, virtual assistants, and web automation. However, their stochastic decision-making introduces…
cs.AI2025
AgentSpec: Customizable Runtime Enforcement for Safe and Reliable LLM Agents
Haoyu Wang, Christopher M. Poskitt, Jun Sun
Agents built on LLMs are increasingly deployed across diverse domains, automating complex decision-making and task execution. However, their autonomy introduces safety risks, inclu…