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AI Risk

Technical and operational risks

"To date, technical limitations and vulnerabilities are present in most generative AI models in various contexts. Consequently, malicious users find it easier to breach an AI system’s safety and ethical guardrails to execute harmful actions.223 Normal user behavior—actions within an AI system’s intended use—can also lead to harmful outcomes. Whether these harmful outcomes result from normal or malicious use, they...

AI Risk7. AI System Safety, Failures, & Limitations7.3 > Lack of capability or robustness3 - Other

Record summary

A quick snapshot of what this page covers.

Techniques1Attack methods connected to this risk.
Mitigations6Defenses that may help with related attacks.
Domain7. AI System Safety, Failures, & LimitationsThe broad risk area this belongs to.

Risk profile

How this risk is described and categorized.

"To date, technical limitations and vulnerabilities are present in most generative AI models in various contexts. Consequently, malicious users find it easier to breach an AI system’s safety and ethical guardrails to execute harmful actions.223 Normal user behavior—actions within an AI system’s intended use—can also lead to harmful outcomes. Whether these harmful outcomes result from normal or malicious use, they stem from the inherent limitations of current technology, which future advancements may overcome. This section examines the technical vulnerabilities that can affect AI models, the tendency of generative AI models to generate inaccurate information, and the inherent opacity of these AI systems, which complicates the understanding and mitigation of these difficulties."

Domain7. AI System Safety, Failures, & Limitations
Subdomain7.3 > Lack of capability or robustness
Entity2 - AI
Intent2 - Unintentional
Timing3 - Other
CategoryTechnical and operational risks
Subcategoryn/a

Suggested mitigations

Defenses that may help with related attacks.

Generative AI Guardrails

ML Model EngineeringML Model Evaluation+1 more
LifecycleML Model Engineering + 2 moreCategoryTechnical - ML

Generative AI Guidelines

ML Model EngineeringML Model Evaluation+1 more
LifecycleML Model Engineering + 2 moreCategoryTechnical - ML

AI Telemetry Logging

DeploymentMonitoring and Maintenance
LifecycleDeployment + 1 moreCategoryTechnical - Cyber

Source

Research source for this risk, when available.