Scientific Definition
Human review at critical AI decision points.
Plain-English Definition
Human review at critical AI decision points.
Feynman Explanation
The autopilot is fine. Until it isn't.
Core Principle
Human review at critical AI decision points.
Mechanisms
Pending editorial review.
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Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
The autopilot is fine. Until it isn't.
Examples
- Medical AI requiring physician confirmation.
- Risk reduction for consequential decisions.
Pending editorial review.
Famous Experiments
Pending editorial review.
Design Principles
- Design where the human adds real signal, not where they rubber-stamp.
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.
- Design where the human adds real signal, not where they rubber-stamp.
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Pending editorial review.
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 oversight without per-decision review.
Documentation of model purpose, performance, limitations, and risks.