AIBullisharXiv – CS AI · 18h ago6/10
🧠
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.