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Reva: Real-Time Vulnerability Detection through Contextual Probing of Large Language Models

## Episode Summary In this episode, we cover: - **Reva: Real-Time Vulnerability Detection through Contextual Probing of Large Language Models** (arXiv) - [Read more](http://arxiv.org/abs/2610.35829v1) - **Profiling a Frontier Agent with EBench: From Direct Control to Harness with Policy** (arXiv) - [Read more](http://arxiv.org/abs/2610.35832v1) - **Understanding Jev-Style System One Models: Does Structure Reduce Selection Bias?** (arXiv) - [Read more](http://arxiv.org/abs/2610.35826v1) - **CRM-Agent-Bench: Benchmarking Tool-Using Agents in Stateful Enterprise Environments** (Hugging Face…

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