Scientific Definition
Foundational skills erode through AI offloading.
Plain-English Definition
Foundational skills erode through AI offloading.
Feynman Explanation
The junior engineer who never debugs becomes the senior who can't.
Core Principle
Foundational skills erode through AI offloading.
Mechanisms
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Inputs (Triggers)
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Outputs (Behaviors)
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Behavioral Signature
The junior engineer who never debugs becomes the senior who can't.
Examples
- GPS use measurably reduces spatial reasoning over time.
- Long-term capability risk that's hard to see quarter to quarter.
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Famous Experiments
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Design Principles
- Deliberate practice of foundational skills. Constraints on AI use during learning.
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.
- Deliberate practice of foundational skills. Constraints on AI use during learning.
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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.
Testing model behavior on hypothetical alternate inputs.
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.
Concentration risk on a single AI provider.