SafeGene: Reusable Adapters for Transferable Safety Alignment

In three linesSafeGene introduces reusable safety adapters to preserve safety alignment when fine-tuning open-weight LLMs. The module decouples safety from task-specific updates via transferable safety vectors and layer-wise coefficient recalibration. Experiments across multiple model families show reduced harmful response rates without performance degradation.

Summary generated by Claude — human-verified