Skip to main content
The Incentives Lab
HBT-COG-0025 · Dimension COG · Cognition

All Models Are Wrong

Every model simplifies reality; some are still useful.

Reasoning·Mental Model·Grade B·draft· enriching…

Scientific Definition

Every model simplifies reality; some are still useful.

Plain-English Definition

Every model simplifies reality; some are still useful.

Feynman Explanation

A map is not the territory, but it beats wandering blind.

Core Principle

Every model simplifies reality; some are still useful.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Every model simplifies reality; some are still useful.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

The best model is the one you remember to update.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

A map is not the territory, but it beats wandering blind.

Examples

Everyday
  • Financial models are always wrong, yet they are still better than gut-only investing.
Modern (Organizational)
  • The best model is the one you remember to update.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Label each model's known simplifications before using it.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
The best model is the one you remember to update.
Amplifying Incentives
The best model is the one you remember to update.
Org Failure Modes
The best model is the one you remember to update.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Label each model's known simplifications before using it.
Diagnostic Questions
  • Label each model's known simplifications before using it.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Label each model's known simplifications before using it.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-COG-0025 · COG
All Models Are Wrong
AMAbAbstractionsABAdaptive BiasABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsABAllegiance BiasAFAnecdotal FallacyATAppeal to Majority

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.