Record summary
A quick snapshot of what this page covers.
Techniques3Attack methods connected to this risk.
Mitigations3Defenses that may help with related attacks.
Domain1. Discrimination & ToxicityThe broad risk area this belongs to.
Risk profile
How this risk is described and categorized.
Domain1. Discrimination & Toxicity
Subdomain1.1 > Unfair discrimination and misrepresentation
Entity2 - AI
Intent2 - Unintentional
Timing3 - Other
CategoryHarmful Content
SubcategoryBias
Suggested mitigations
Defenses that may help with related attacks.
AI Telemetry Logging
DeploymentMonitoring and Maintenance
Input and Output Validation for AI Agent Components
Business and Data UnderstandingData Preparation+1 more
Memory Hardening
ML Model EngineeringDeployment+1 more
Source
Research source for this risk, when available.
Included resource
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems
Original source
MIT AI Risk Repository
Open the public repository used for AI risk records and taxonomy fields.