ai security

AI prompt injection attack vectors — direct injection, indirect via tool outputs, multi-turn manipulation — with observed real-world attacks and a layered defensive stack.

The OWASP Top 10 for LLM Applications (v2.0): each vulnerability class, real-world observed attacks, and defensive controls for enterprise AI teams.

Hundreds of backdoored and malware-laced models have been found in public AI registries. Covers pickle RCE, activation-trigger backdoors, and enterprise controls for model intake.

CISA