CogGuard: Cognitive and Operational Profiling for Proactive Warning in Edge Intelligent Services

In three linesCogGuard is a proactive-warning framework for edge intelligent services using offline LLMs to build cognitive and operational profiles, then online SLMs for real-time scoring. Achieves 48% reduction in profile construction time and 19% in distributed fine-tuning on heterogeneous clusters. Reduces prediction error by 15.4% vs strongest baseline on educational datasets.

Summary generated by Claude — human-verified