Scientific Definition
Outsourcing thinking to tools shifts what we remember and learn.
Plain-English Definition
Outsourcing thinking to tools shifts what we remember and learn.
Feynman Explanation
What the calculator does for math, the LLM does for thought.
Core Principle
Outsourcing thinking to tools shifts what we remember and learn.
Mechanisms
Pending editorial review.
Pending editorial review.
Outsourcing thinking to tools shifts what we remember and learn.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
What the calculator does for math, the LLM does for thought.
Examples
- GPS use measurably reduces spatial memory development.
- AI adoption that erodes the very cognition you'll need to oversee it.
Pending editorial review.
Famous Experiments
Pending editorial review.
Design Principles
- Deliberate practice of foundational skills, even when tools could do it.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
Pending editorial review.
The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Deliberate practice of foundational skills, even when tools could do it.
Pending editorial review.
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.
We treat AI as more humanlike than it is.
Most biases are efficient heuristics misapplied.
Working memory has limits.
Pausing System 1 to engage System 2.
Naming an emotion reduces its intensity.
Cumulative physiological wear from chronic stress.
Emotional override of rational processing.
Brain region tracking conflict, error, and effort.
Attention is the most contested resource in modern work.
Task switches leave cognitive residue that degrades performance.
Self-direction is one of the deepest motivational levers.
Willpower fails; structure works.