Scientific Definition
Testing model behavior on hypothetical alternate inputs.
Plain-English Definition
Testing model behavior on hypothetical alternate inputs.
Feynman Explanation
What if the same applicant were male/female/named differently?
Core Principle
Testing model behavior on hypothetical alternate inputs.
Mechanisms
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Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
What if the same applicant were male/female/named differently?
Examples
- Standard practice for fairness auditing.
- Bias detection.
Pending editorial review.
Famous Experiments
Pending editorial review.
Design Principles
- Run counterfactuals on consequential models continuously.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
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The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Run counterfactuals on consequential models continuously.
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Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
Knowledge Graph Neighbors
Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.
When the agent acts, who's responsible?
Categorizing AI use cases by risk level.
Systematic skew in model behavior across groups.
Adding noise to data to protect individual privacy.
Quantitative measures of model behavior across groups.
Training models across devices without centralizing data.
Bypassing model safety constraints.
Individual speed gains hide collective quality decline.
Malicious instructions hidden in user input or retrieved content.
Adversarial testing of AI systems.
Foundational skills erode through AI offloading.
Concentration risk on a single AI provider.