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#safety-architecture News & Analysis

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

2 articles
AIBearisharXiv – CS AI · May 12🔥 8/10
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A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models

Researchers demonstrate that individual neurons in large language models can be manipulated to bypass safety mechanisms, with a single neuron suppression sufficient to disable refusal systems across multiple models. This finding reveals that safety alignment relies on discrete, identifiable neurons rather than distributed safeguards, raising critical questions about the robustness of current AI safety approaches.

AIBullisharXiv – CS AI · Jun 96/10
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SciTrace: Trajectory-Aware Safety Reasoning for Scientific Discovery Agents

Researchers introduce SciTrace, a framework that integrates safety reasoning throughout LLM-based scientific agent pipelines rather than as a post-hoc filter. The system detects compositional risks from multi-step tool sequences that single-stage monitors miss, achieving state-of-the-art safety across six scientific domains while maintaining output quality.