Scientific Definition
Tracing AI components for risk and compliance.
Plain-English Definition
Tracing AI components for risk and compliance.
Feynman Explanation
Provenance is the new audit trail.
Core Principle
Tracing AI components for risk and compliance.
Mechanisms
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Inputs (Triggers)
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Outputs (Behaviors)
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Behavioral Signature
Provenance is the new audit trail.
Examples
- EU AI Act requirements.
- Compliance and supply chain risk.
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Famous Experiments
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Design Principles
- Maintain AI-BOM continuously. Audit periodically.
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.
- Maintain AI-BOM continuously. Audit periodically.
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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.
Inventory of models, data, tools, and dependencies in an AI system.
Written rules about how AI may be used internally.
Logging of AI inputs, outputs, and decisions.
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.
Documentation of model purpose, performance, limitations, and risks.