Record summary
A quick snapshot of what this page covers.
Techniques9Attack methods connected to this risk.
Mitigations19Defenses that may help with related attacks.
Domain2. Privacy & SecurityThe broad risk area this belongs to.
Risk profile
How this risk is described and categorized.
Domain2. Privacy & Security
Subdomain2.1 > Compromise of privacy by leaking or correctly inferring sensitive information
Entity2 - AI
Intent2 - Unintentional
Timing2 - Post-deployment
CategoryOpaque Data Collection
SubcategoryGenerative AI Outputs
Suggested mitigations
Defenses that may help with related attacks.
Control Access to AI Models and Data at Rest
Business and Data UnderstandingData Preparation+2 more
Encrypt Sensitive Information
Data PreparationML Model Engineering+1 more
AI Telemetry Logging
DeploymentMonitoring and Maintenance
Privileged AI Agent Permissions Configuration
Deployment
Single-User AI Agent Permissions Configuration
Deployment
AI Agent Tools Permissions Configuration
Deployment
Human In-the-Loop for AI Agent Actions
Deployment
Restrict AI Agent Tool Invocation on Untrusted Data
Deployment
Segmentation of AI Agent Components
DeploymentBusiness and Data Understanding
Input and Output Validation for AI Agent Components
Business and Data UnderstandingData Preparation+1 more
Limit Model Artifact Release
Business and Data UnderstandingDeployment
AI Model Distribution Methods
Deployment
Verify AI Artifacts
Business and Data UnderstandingData Preparation+1 more
Generative AI Guardrails
ML Model EngineeringML Model Evaluation+1 more
AI Bill of Materials
Business and Data UnderstandingData Preparation+1 more
Restrict Library Loading
Deployment
Code Signing
Deployment
Vulnerability Scanning
ML Model EngineeringData Preparation
User Training
Business and Data UnderstandingData Preparation+4 more
Source
Research source for this risk, when available.
Included resource
Generating Harms: Generative AI's Impact & Paths Forward
Original source
MIT AI Risk Repository
Open the public repository used for AI risk records and taxonomy fields.
