Review maps 284 attacks on agentic AI systems
Tool, MCP, and action-layer attacks dominate, while only 278 of 660 attack-safeguard links are directly assessed.
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Stories tagged #defense-in-depth
CISO perspectives on managing vulnerability risks in the age of AI
Microsoft urges CISOs to patch faster as AI-driven scanning drives a surge in vulnerability disclosures.
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Defense-in-Depth at the Perception-Reasoning Interface of LLM-Centric Agentic UAV Swarms
Five-layer defense-in-depth protects LLM-controlled UAV swarm scheduling from falsified sensor reports, with closed-form detection boundaries validated in thirty simulations.
Containing the Autonomous Operator: A Defense-in-Depth Framework and Reference Architecture for Securing AI Agents on Kubernetes
Framework secures LLM agents on Kubernetes assuming full prompt-injection compromise, mapping seven defense layers to EKS, AKS, and GKE controls.
AI Has Changed Attack Speed, Not Security Fundamentals
A SecurityWeek column says faster AI-driven exploits still require classic defense-in-depth, not virtual-patching hype.
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The Fine Art of Frustrating the Adversary
Cisco Talos researchers share defender techniques—deception, honeypots, behavioral detections, and AI agent boundaries—to slow and expose adversaries.
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Toward Responsible AI-Augmented Cyber Defense: Pattern Recognition, Defense-in-Depth, and the Case for Human-AI Collaboration
Researchers formalize AI-augmented defense-in-depth and show full review of AI alerts can lower detection rates.
CASCADE Against Jailbreaks: Combination Across Stages with Controlled Attack-Defense Evaluation
A controlled study finds layered jailbreak defenses beat any single defense across 19 attacks.
Perturbation Probing: A New Diagnostic for the Fragility of LLM Safety
Unit 42 research shows LLM safety refusals concentrate in a thin neural layer, motivating external, multi-layered AI security controls.