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The Incentives Lab
HBT-BIO-0040 · Dimension BIO · Biology

Free Energy Principle

Living systems minimize surprise to survive.

Cognition·Neural Mechanism·Grade B·draft· enriching…

Scientific Definition

Living systems minimize surprise to survive.

Plain-English Definition

Living systems minimize surprise to survive.

Feynman Explanation

Order is what life looks like.

Core Principle

Living systems minimize surprise to survive.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

Living systems minimize surprise to survive.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Order is what life looks like.

Examples

Everyday
  • Organisms structurally tilted toward predictability.
Modern (Organizational)
  • Why uncertainty is so deeply uncomfortable.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Reduce unnecessary uncertainty. Tolerate productive uncertainty.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
2 / 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
Why uncertainty is so deeply uncomfortable.
Amplifying Incentives
Why uncertainty is so deeply uncomfortable.
Org Failure Modes
Why uncertainty is so deeply uncomfortable.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Reduce unnecessary uncertainty. Tolerate productive uncertainty.
Diagnostic Questions
  • Reduce unnecessary uncertainty. Tolerate productive uncertainty.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Reduce unnecessary uncertainty. Tolerate productive uncertainty.
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-BIO-0040 · BIO
Free Energy Principle
FEACAnterior Cingulate C…BPBoredom (Productive)ChChronobiologyCBCognitive Bias (Neur…CLCognitive LoadCRCognitive ReflectionCOCurse of the FamiliarDMDefault Mode NetworkDDDiet & Decision Qual…EDEgo Depletion

Knowledge Graph Neighbors

Version History

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