Data poisoning doesn’t attack models directly, it attacks trust. Learn how poisoned training and RAG data reshape AI behavior and how to defend against it.
AI Tips
Cyber AI Tip: Threat Modeling AI Systems Using STRIDE
AI threats aren’t mysterious, they’re familiar risks in new places. Learn how to apply STRIDE threat modeling to AI systems and design stronger defenses.
Cyber AI Tip: Governance vs. Engineering Controls — Where AI Security Really Lives
Policies don’t stop AI failures, engineering controls do. Learn where governance ends, where enforcement begins, and how to close the gap in AI security.
Cyber AI Tip: Detecting Prompt Injection and Agent Abuse in Production
Prompt injection and agent abuse rarely look like attacks. Learn how to detect AI misuse in production by monitoring behavior, not just prompts.
Cyber AI Tip: Securing AI Pipelines End-to-End (Data → Model → Action)
Most AI incidents happen between components, not inside models. Learn how to secure AI pipelines end-to-end by protecting every transition from data to action.
Cyber AI Tip: AI Misuse vs. Model Failure — How to Tell the Difference
Is your AI incident a model failure or system misuse? Learn how to classify AI issues correctly so you can fix the real problem, not the symptom.
Cyber AI Tip: Human-in-the-Loop Controls That Actually Reduce Risk
Human-in-the-loop controls fail when they are vague or overused. Learn how to place humans at real trust boundaries to reduce AI risk without killing scale.
Cyber AI Tip: Mapping AI Risks Using MITRE ATT&CK Thinking
AI threats follow familiar patterns. Learn how to map prompt injection, agents, and data poisoning to MITRE ATT&CK-style thinking and defend AI systems with confidence.
Cyber AI Tip: Logging, Detection, and Forensics for AI Systems
AI Power Users: Safe & Smart AI Tips – Issue #34 Introduction When something goes wrong in a traditional system, security teams instinctively ask the same questions: What happened? When did it start? What was accessed? Who or what initiated… Read More ›
Cyber AI Tip: AI Agents and Permission Escalation — When Automation Becomes Authority
AI agents turn automation into action. Learn how permission creep and weak controls can turn helpful agents into high-risk operators and how to stop it.