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Md. Jueal Mia

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#artificial intelligence Preprint Sep 2026

SoK: Rethinking Jailbreaking in the Era of Agentic AI: Attacks, Defenses, and Practical Consideration

Large language models (LLMs) are rapidly evolving from conversational assistants into agentic AI systems that reason, plan, invoke tools, maintain persistent memory, communicate with other agents, and execute multi-step tasks. At the same time, modern models exhibit substantially stronger native safety alignment than e...

Md. Jueal Mia, Yanzhao Wu, S. Uluagac et al. · 0 citations

Preprint Aug 2026

Don't Overthink, Don't Underthink: Toward Adaptive Reasoning in Agentic AI

Recent advances in Large Language Models (LLMs) have shown that increased inference-time reasoning can improve performance on complex tasks. However, many existing approaches rely on fixed or preallocated reasoning controls, such as fixed token budgets, pre-execution difficulty estimates, or activation-space interventi...

Md. Jueal Mia, M. Amini · 0 citations