Advanced AI Agent Defense & Threat Hunting
As autonomous agents execute arbitrary reasoning loops in enterprise networks, security teams face unprecedented attack surfaces.
What You Will Master
•Prompt Injection & Indirect Context Bleed: Detecting subtle conversational drift before privilege escalation.
•Agent Tool Isolation: Intercepting malicious Bash, SQL, and HTTP tool calls synthesized by corrupted LLMs.
•Semantic Boundary Invariants: Building mathematical guards that verify model outputs against policy tensors.
"Defending AI agents requires looking beyond single-turn prompt classification toward stateful multi-turn telemetry tracking."