Scientific Definition
U.S. voluntary AI risk management framework.
Plain-English Definition
U.S. voluntary AI risk management framework.
Feynman Explanation
Voluntary frameworks become the de facto standard once they're cited in contracts.
Core Principle
U.S. voluntary AI risk management framework.
Mechanisms
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Inputs (Triggers)
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Outputs (Behaviors)
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Behavioral Signature
Voluntary frameworks become the de facto standard once they're cited in contracts.
Examples
- Standard reference for U.S. enterprise AI governance.
- Mapping AI risk in U.S. regulatory environment.
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Famous Experiments
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Design Principles
- Adopt NIST AI RMF as your governance baseline.
Measurement Approaches
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Evidence
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The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Adopt NIST AI RMF as your governance baseline.
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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.
Written rules about how AI may be used internally.
Logging of AI inputs, outputs, and decisions.
Inventory of models, data, tools, and dependencies in an AI system.
Tracing AI components for risk and compliance.
Cross-functional governance body for AI decisions.
Agents deployed before anyone owns the consequences.
Cryptographic tracking of content origin.
Tracking where training and inference data came from.
Comprehensive AI regulation in the EU.
Why did it produce this? vs. How does it work?
Human review at critical AI decision points.
Human oversight without per-decision review.