How AI is applied across API Evangelist and APIs.io. Read my AI disclosure →
API Evangelist API Evangelist
Discovery
Learnings
Guidance
Toolbox
Alignment
API Evangelist LLC

Perturbation Probing: A New Diagnostic for the Fragility of LLM Safety

calendar_today August 28, 2026 person Tony Li, Hongliang Liu and Yuhao Wu domain palo-alto-networks

New research reveals that AI safety refusal lives in a thin neural layer, highlighting the critical need for external, multi-layered security. The post Perturbation Probing: A New Diagnostic for the Fragility of LLM Safety appeared first on Unit 42 .

open_in_new Read original post