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All SourcesarXiv
#safety alignment

Llama-3.1-FoundationAI-SecurityLLM-Reasoning-8B Technical Report

Beginner
Zhuoran Yang, Ed Li et al.Jan 28arXiv

This paper introduces Foundation-Sec-8B-Reasoning, a small (8 billion parameter) AI model that is trained to “think out loud” before answering cybersecurity questions.

#native reasoning#cybersecurity LLM#chain-of-thought

Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Intermediate
Weixun Wang, XiaoXiao Xu et al.Dec 31arXiv

This paper builds an open, end-to-end ecosystem (ALE) that lets AI agents plan, act, and fix their own mistakes across many steps in real computer environments.

#agentic LLMs#reinforcement learning#IPA

OmniSafeBench-MM: A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack-Defense Evaluation

Intermediate
Xiaojun Jia, Jie Liao et al.Dec 6arXiv

OmniSafeBench-MM is a one-stop, open-source test bench that fairly compares how multimodal AI models get tricked (jailbroken) and how well different defenses stop that.

#multimodal large language models#jailbreak attacks#safety alignment