Akansha Shukla

Data Leakage Prevention in Agentic Applications via Preemptive Hardening

The resulting modifications of application code were shown to eliminate leaks when targeted by basic jailbreak and instruction-override attacks, achieving a 100% reduction in leakage, and reduce leaks by 91% under conditions of stress-induced manipulation, without the need of continuous runtime policy enforcement.

SHIELD: Advanced persistent threats detection and intelligent explanation using large language models