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#model-vulnerabilities News & Analysis

2 articles tagged with #model-vulnerabilities. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Apr 67/10
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AgenticRed: Evolving Agentic Systems for Red-Teaming

AgenticRed introduces an automated red-teaming system that uses evolutionary algorithms and LLMs to autonomously design attack methods without human intervention. The system achieved near-perfect attack success rates across multiple AI models, including 100% success on GPT-5.1, DeepSeek-R1 and DeepSeek V3.2.

🧠 GPT-5🧠 Llama
AIBearisharXiv – CS AI · Mar 47/102
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Silent Sabotage During Fine-Tuning: Few-Shot Rationale Poisoning of Compact Medical LLMs

Researchers discovered a new stealth poisoning attack method targeting medical AI language models during fine-tuning that degrades performance on specific medical topics without detection. The attack injects poisoned rationales into training data, proving more effective than traditional backdoor attacks or catastrophic forgetting methods.